@proceedings{emnlp-2025-industry,
    title = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.0/",
    doi = "10.18653/v1/2025.emnlp-industry.0",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{ji-etal-2025-raven-pinpointing,
    title = "{RAVEN}++: Pinpointing Fine-Grained Violations in Advertisement Videos with Active Reinforcement Reasoning",
    author = "Ji, Deyi  and
      Yang, Yuekui  and
      Liu, Liqun  and
      Shu, Peng  and
      Wu, Haiyang  and
      Tang, Shaogang  and
      Chen, Xudong  and
      Ma, Shaoping  and
      Chen, Tianrun  and
      Zhu, Lanyun",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.1/",
    doi = "10.18653/v1/2025.emnlp-industry.1",
    pages = "1--10",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{jindal-etal-2025-sage,
    title = "{SAGE}: A Generic Framework for {LLM} Safety Evaluation",
    author = "Jindal, Madhur  and
      Shrawgi, Hari  and
      Agrawal, Parag  and
      Dandapat, Sandipan",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.2/",
    doi = "10.18653/v1/2025.emnlp-industry.2",
    pages = "11--33",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhong-etal-2025-crab,
    title = "{CRAB}: A Benchmark for Evaluating Curation of Retrieval-Augmented {LLM}s in Biomedicine",
    author = "Zhong, Hanmeng  and
      Chen, Linqing  and
      Wu, Wentao  and
      Wang, Weilei",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.3/",
    doi = "10.18653/v1/2025.emnlp-industry.3",
    pages = "34--49",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhao-etal-2025-venus,
    title = "{VENUS}: A {VLLM}-driven Video Content Discovery System for Real Application Scenarios",
    author = "Zhao, Minyi  and
      Liu, Yi  and
      Wen, Jianfeng  and
      Zhang, Boshen  and
      Chang, Hailang  and
      Ouyang, Zhiheng  and
      Wang, Jie  and
      He, Wensong  and
      Zhou, Shuigeng",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.4/",
    doi = "10.18653/v1/2025.emnlp-industry.4",
    pages = "50--64",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{li-etal-2025-ft,
    title = "{FT}-{MDT}: Extracting Decision Trees from Medical Texts via a Novel Low-rank Adaptation Method",
    author = "Li, Yuheng  and
      Gao, Jiechao  and
      Han, Wei  and
      Ouyang, Wenwen  and
      Zhu, Wei  and
      Leong, Hui Yi",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.5/",
    doi = "10.18653/v1/2025.emnlp-industry.5",
    pages = "65--76",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{wong-etal-2025-polynorm,
    title = "{P}oly{N}orm: Few-Shot {LLM}-Based Text Normalization for Text-to-Speech",
    author = "Wong, Michel  and
      Alshehri, Ali  and
      Kao, Sophia  and
      He, Haotian",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.6/",
    doi = "10.18653/v1/2025.emnlp-industry.6",
    pages = "77--85",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{vakada-etal-2025-audio,
    title = "Audio Query Handling System with Integrated Expert Models and Contextual Understanding",
    author = "Vakada, Naveen  and
      Sridhar, Arvind Krishna  and
      Guo, Yinyi  and
      Visser, Erik",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.7/",
    doi = "10.18653/v1/2025.emnlp-industry.7",
    pages = "86--97",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{bougie-watanabe-2025-generative,
    title = "Generative Reviewer Agents: Scalable Simulacra of Peer Review",
    author = "Bougie, Nicolas  and
      Watanabe, Narimawa",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.8/",
    doi = "10.18653/v1/2025.emnlp-industry.8",
    pages = "98--116",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{agarwal-etal-2025-aligning-llms,
    title = "Aligning {LLM}s for Multilingual Consistency in Enterprise Applications",
    author = "Agarwal, Amit  and
      Meghwani, Hansa  and
      Patel, Hitesh Laxmichand  and
      Sheng, Tao  and
      Ravi, Sujith  and
      Roth, Dan",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.9/",
    doi = "10.18653/v1/2025.emnlp-industry.9",
    pages = "117--137",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{agarwal-etal-2025-rci,
    title = "{RCI}: A Score for Evaluating Global and Local Reasoning in Multimodal Benchmarks",
    author = "Agarwal, Amit  and
      Patel, Hitesh Laxmichand  and
      Panda, Srikant  and
      Meghwani, Hansa  and
      Singh, Jyotika  and
      Dua, Karan  and
      Li, Paul  and
      Sheng, Tao  and
      Ravi, Sujith  and
      Roth, Dan",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.10/",
    doi = "10.18653/v1/2025.emnlp-industry.10",
    pages = "138--157",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{kim-etal-2025-lp,
    title = "{LP} Data Pipeline: Lightweight, Purpose-driven Data Pipeline for Large Language Models",
    author = "Kim, Yungi  and
      Ha, Hyunsoo  and
      Yang, Seonghoon  and
      Lee, Sukyung  and
      Kim, Jihoo  and
      Park, Chanjun",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.11/",
    doi = "10.18653/v1/2025.emnlp-industry.11",
    pages = "158--172",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{yuan-etal-2025-toward,
    title = "Toward Reliable Clinical Coding with Language Models: Verification and Lightweight Adaptation",
    author = "Yuan, Moy  and
      Shing, Han-Chin  and
      Strong, Mitch  and
      Shivade, Chaitanya",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.12/",
    doi = "10.18653/v1/2025.emnlp-industry.12",
    pages = "173--184",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{li-etal-2025-enhancing-talent,
    title = "Enhancing Talent Search Ranking with Role-Aware Expert Mixtures and {LLM}-based Fine-Grained Job Descriptions",
    author = "Li, Jihang  and
      Xu, Bing  and
      Chen, Zulong  and
      Xu, Chuanfei  and
      Chen, Minping  and
      Liu, Suyu  and
      Zhou, Ying  and
      Wen, Zeyi",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.13/",
    doi = "10.18653/v1/2025.emnlp-industry.13",
    pages = "185--194",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{patel-etal-2025-pcri,
    title = "{PCRI}: Measuring Context Robustness in Multimodal Models for Enterprise Applications",
    author = "Patel, Hitesh Laxmichand  and
      Agarwal, Amit  and
      Panda, Srikant  and
      Meghwani, Hansa  and
      Dua, Karan  and
      Li, Paul  and
      Sheng, Tao  and
      Ravi, Sujith  and
      Roth, Dan",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.14/",
    doi = "10.18653/v1/2025.emnlp-industry.14",
    pages = "195--214",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{bougie-watanabe-2025-citysim,
    title = "{C}ity{S}im: Modeling Urban Behaviors and City Dynamics with Large-Scale {LLM}-Driven Agent Simulation",
    author = "Bougie, Nicolas  and
      Watanabe, Narimawa",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.15/",
    doi = "10.18653/v1/2025.emnlp-industry.15",
    pages = "215--229",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{gromada-etal-2025-evaluating,
    title = "Evaluating Conversational Agents with Persona-driven User Simulations based on Large Language Models: A Sales Bot Case Study",
    author = "Gromada, Justyna  and
      Kasicka, Alicja  and
      Komkowska, Ewa  and
      Krajewski, Lukasz  and
      Krawczyk, Natalia  and
      Veyret, Morgan  and
      Przyby{\l}, Bartosz  and
      Rojas-Barahona, Lina M.  and
      Szczerbak, Micha{\l} K.",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.16/",
    doi = "10.18653/v1/2025.emnlp-industry.16",
    pages = "230--245",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{wang-etal-2025-mirror,
    title = "Mirror in the Model: Ad Banner Image Generation via Reflective Multi-{LLM} and Multi-modal Agents",
    author = "Wang, Zhao  and
      Chen, Bowen  and
      Shimose, Yotaro  and
      Moriyama, Sota  and
      Wang, Heng  and
      Takamatsu, Shingo",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.17/",
    doi = "10.18653/v1/2025.emnlp-industry.17",
    pages = "246--266",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhang-etal-2025-leveraging-product,
    title = "Leveraging Product Catalog Patterns for Multilingual {E}-commerce Product Attribute Prediction",
    author = "Zhang, Bryan  and
      Khan, Suleiman A.  and
      Walter, SteCphan",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.18/",
    doi = "10.18653/v1/2025.emnlp-industry.18",
    pages = "267--275",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{wang-etal-2025-ecom,
    title = "{EC}om-Bench: Can {LLM} Agent Resolve Real-World {E}-commerce Customer Support Issues?",
    author = "Wang, Haoxin  and
      Peng, Xianhan  and
      Cheng, Huang  and
      Huang, Yizhe  and
      Gong, Ming  and
      Yang, Chenghan  and
      Liu, Yang  and
      Lin, Jiang",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.19/",
    doi = "10.18653/v1/2025.emnlp-industry.19",
    pages = "276--284",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{xu-etal-2025-procut,
    title = "{P}ro{C}ut: {LLM} Prompt Compression via Attribution Estimation",
    author = "Xu, Zhentao  and
      Li, Fengyi  and
      Chen, Albert C.  and
      Wang, Xiaofeng",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.20/",
    doi = "10.18653/v1/2025.emnlp-industry.20",
    pages = "285--309",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhang-etal-2025-reasoner,
    title = "A Reasoner for Real-World Event Detection: Scaling Reinforcement Learning via Adaptive Perplexity-Aware Sampling Strategy",
    author = "Zhang, Xiaoyun  and
      Ruan, Jingqing  and
      Ma, Xing  and
      Zhu, Yawen  and
      Chen, Jiansong  and
      Zeng, Ke  and
      Cai, Xunliang",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.21/",
    doi = "10.18653/v1/2025.emnlp-industry.21",
    pages = "310--324",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{oukelmoun-etal-2025-detecting,
    title = "Detecting Omissions in {LLM}-Generated Medical Summaries",
    author = {Oukelmoun, Achir  and
      Semmar, Nasredine  and
      de Chalendar, Ga{\"e}l  and
      Cormi, Clement  and
      Oukelmoun, Mariame  and
      Vibert, Eric  and
      Allard, Marc-Antoine},
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.22/",
    doi = "10.18653/v1/2025.emnlp-industry.22",
    pages = "325--337",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{tran-etal-2025-leaf,
    title = "{LEAF}: Learning and Evaluation Augmented by Fact-Checking to Improve Factualness in Large Language Models",
    author = "Tran, Hieu  and
      Wang, Junda  and
      Ting, Yujan  and
      Yu, Hong  and
      Huang, Weijing  and
      Chen, Terrence",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.23/",
    doi = "10.18653/v1/2025.emnlp-industry.23",
    pages = "338--363",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{rayfield-etal-2025-react,
    title = "{R}e{A}ct Meets Industrial {I}o{T}: Language Agents for Data Access",
    author = "Rayfield, James T  and
      Lin, Shuxin  and
      Zhou, Nianjun  and
      Patel, Dhaval C",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.24/",
    doi = "10.18653/v1/2025.emnlp-industry.24",
    pages = "364--382",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{ye-etal-2025-productagent,
    title = "{P}roduct{A}gent: Benchmarking Conversational Product Search Agent with Asking Clarification Questions",
    author = "Ye, Jingheng  and
      Jiang, Yong  and
      Wang, Xiaobin  and
      Li, Yinghui  and
      Li, Yangning  and
      Xie, Pengjun  and
      Huang, Fei",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.25/",
    doi = "10.18653/v1/2025.emnlp-industry.25",
    pages = "383--398",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{li-etal-2025-mads,
    title = "{MADS}: Multi-Agent Dialogue Simulation for Diverse Persuasion Data Generation",
    author = "Li, Mingjin  and
      Liu, Yu  and
      Liu, Huayi  and
      Ye, Xiang  and
      Jiang, Chao  and
      Zhang, Hongguang  and
      Ruan, Yu",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.26/",
    doi = "10.18653/v1/2025.emnlp-industry.26",
    pages = "399--415",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{bohdal-etal-2025-device,
    title = "On-device System of Compositional Multi-tasking in Large Language Models",
    author = "Bohdal, Ondrej  and
      Theodosiadis, Konstantinos  and
      Mpatziakas, Asterios  and
      Filippidis, Dimitrios  and
      Spyrou, Iro  and
      Zonios, Christos  and
      Drosou, Anastasios  and
      Ioannidis, Dimosthenis  and
      Lee, Kyenghun  and
      Moon, Jijoong  and
      Ko, Hyeonmok  and
      Ozay, Mete  and
      Michieli, Umberto",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.27/",
    doi = "10.18653/v1/2025.emnlp-industry.27",
    pages = "416--424",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{shah-shridhar-2025-select,
    title = "Select-then-Route : Taxonomy guided Routing for {LLM}s",
    author = "Shah, Soham  and
      Shridhar, Kumar",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.28/",
    doi = "10.18653/v1/2025.emnlp-industry.28",
    pages = "425--441",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{tigunova-etal-2025-fabric,
    title = "{FABRIC}: Fully-Automated Broad Intent Categorization in {E}-commerce",
    author = "Tigunova, Anna  and
      Schmidt, Philipp  and
      Akcora, Damla Ezgi",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.29/",
    doi = "10.18653/v1/2025.emnlp-industry.29",
    pages = "442--450",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{xing-etal-2025-mkt,
    title = "{MKT}: A Multi-Stage Knowledge Transfer Framework to Mitigate Catastrophic Forgetting in Multi-Domain {C}hinese Spelling Correction",
    author = "Xing, Peng  and
      Li, Yinghui  and
      Ma, Shirong  and
      Liang, Xinnian  and
      Huang, Haojing  and
      Li, Yangning  and
      Guo, Shu-Yu  and
      Zheng, Hai-Tao  and
      Jiang, Wenhao  and
      Shen, Ying",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.30/",
    doi = "10.18653/v1/2025.emnlp-industry.30",
    pages = "451--462",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{boytsov-etal-2025-end,
    title = "End-to-End Aspect-Guided Review Summarization at Scale",
    author = "Boytsov, Ilya  and
      DeGenova, Vinny  and
      Balyasin, Mikhail  and
      Walt, Joseph  and
      Eusden, Caitlin  and
      Rochat, Marie-Claire  and
      Pierson, Margaret",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.31/",
    doi = "10.18653/v1/2025.emnlp-industry.31",
    pages = "463--471",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{shen-etal-2025-slot,
    title = "{SLOT}: Structuring the Output of Large Language Models",
    author = "Shen, Zhengyuan  and
      Wang, Darren Yow-Bang  and
      Mishra, Soumya Smruti  and
      Xu, Zhichao  and
      Teng, Yifei  and
      Ding, Haibo",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.32/",
    doi = "10.18653/v1/2025.emnlp-industry.32",
    pages = "472--491",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{ge-etal-2025-quackir,
    title = "{Q}uack{IR}: Retrieval in {D}uck{DB} and Other Relational Database Management Systems",
    author = "Ge, Yijun  and
      Chen, Zijian  and
      Lin, Jimmy",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.33/",
    doi = "10.18653/v1/2025.emnlp-industry.33",
    pages = "492--500",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{choubey-etal-2025-benchmarking,
    title = "Benchmarking Deep Search over Heterogeneous Enterprise Data",
    author = "Choubey, Prafulla Kumar  and
      Peng, Xiangyu  and
      Bhagavath, Shilpa  and
      Huang, Kung-Hsiang  and
      Xiong, Caiming  and
      Wu, Chien-Sheng",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.34/",
    doi = "10.18653/v1/2025.emnlp-industry.34",
    pages = "501--517",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{spangher-etal-2025-rlhf,
    title = "{RLHF} Algorithms Ranked: An Extensive Evaluation Across Diverse Tasks, Rewards, and Hyperparameters",
    author = "Spangher, Lucas  and
      Pasumarthi, Rama Kumar  and
      Masiewicki, Nick  and
      Arnold, William F.  and
      Kaushal, Aditi  and
      Johnson, Dale  and
      Grabowski, Peter  and
      Ie, Eugene",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.35/",
    doi = "10.18653/v1/2025.emnlp-industry.35",
    pages = "518--529",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{akasaki-2025-predicting,
    title = "Predicting Cross-lingual Trends in Microblogs",
    author = "Akasaki, Satoshi",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.36/",
    doi = "10.18653/v1/2025.emnlp-industry.36",
    pages = "530--539",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{gu-mao-2025-generating,
    title = "Generating Fine Details of Entity Interactions",
    author = "Gu, Xinyi  and
      Mao, Jiayuan",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.37/",
    doi = "10.18653/v1/2025.emnlp-industry.37",
    pages = "540--563",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{sanvito-etal-2025-autocvss,
    title = "{A}uto{CVSS}: Assessing the Performance of {LLM}s for Automated Software Vulnerability Scoring",
    author = "Sanvito, Davide  and
      Arriciati, Giovanni  and
      Siracusano, Giuseppe  and
      Bifulco, Roberto  and
      Carminati, Michele",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.38/",
    doi = "10.18653/v1/2025.emnlp-industry.38",
    pages = "564--575",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{mercorio-etal-2025-sfal,
    title = "{SFAL}: Semantic-Functional Alignment Scores for Distributional Evaluation of Auto-Interpretability in Sparse Autoencoders",
    author = "Mercorio, Fabio  and
      Pallucchini, Filippo  and
      Potert{\`i}, Daniele  and
      Serino, Antonio  and
      Seveso, Andrea",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.39/",
    doi = "10.18653/v1/2025.emnlp-industry.39",
    pages = "576--583",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{nakano-kaji-2025-just,
    title = "Just One is Enough: An Existence-based Alignment Check for Robust {J}apanese Pronunciation Estimation",
    author = "Nakano, Hayate  and
      Kaji, Nobuhiro",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.40/",
    doi = "10.18653/v1/2025.emnlp-industry.40",
    pages = "584--594",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zwerdling-etal-2025-towards,
    title = "Towards Enforcing Company Policy Adherence in Agentic Workflows",
    author = "Zwerdling, Naama  and
      Boaz, David  and
      Rabinovich, Ella  and
      Uziel, Guy  and
      Amid, David  and
      Anaby Tavor, Ateret",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.41/",
    doi = "10.18653/v1/2025.emnlp-industry.41",
    pages = "595--606",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{berger-etal-2025-learning,
    title = "Learning to Translate Ambiguous Terminology by Preference Optimization on Post-Edits",
    author = "Berger, Nathaniel  and
      Eschbach-Dymanus, Johannes  and
      Exel, Miriam  and
      Huck, Matthias  and
      Riezler, Stefan",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.42/",
    doi = "10.18653/v1/2025.emnlp-industry.42",
    pages = "607--617",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhao-etal-2025-data,
    title = "More Data or Better Data? A Critical Analysis of Data Selection and Synthesis for Mathematical Reasoning",
    author = "Zhao, Yike  and
      Guo, Simin  and
      Yang, Ziqing  and
      Han, Shifan  and
      Lin, Dahua  and
      Tan, Fei",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.43/",
    doi = "10.18653/v1/2025.emnlp-industry.43",
    pages = "618--629",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{kamzela-etal-2025-srs,
    title = "{SRS}-Stories: Vocabulary-constrained multilingual story generation for language learning",
    author = "Kamzela, Wiktor  and
      Lango, Mateusz  and
      Dusek, Ondrej",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.44/",
    doi = "10.18653/v1/2025.emnlp-industry.44",
    pages = "630--645",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{chua-etal-2025-banking,
    title = "Banking Done Right: Redefining Retail Banking with Language-Centric {AI}",
    author = "Chua, Xin Jie  and
      Tan, Jeraelyn Ming Li  and
      Tan, Jia Xuan  and
      Poh, Soon Chang  and
      Goh, Yi Xian  and
      Choong, Debbie Hui Tian  and
      Mun, Foong Chee  and
      Yang, Sze Jue  and
      Chan, Chee Seng",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.45/",
    doi = "10.18653/v1/2025.emnlp-industry.45",
    pages = "646--658",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{schwartz-etal-2025-graph,
    title = "Graph of Attacks with Pruning: Optimizing Stealthy Jailbreak Prompt Generation for Enhanced {LLM} Content Moderation",
    author = "Schwartz, Daniel  and
      Bespalov, Dmitriy  and
      Wang, Zhe  and
      Kulkarni, Ninad  and
      Qi, Yanjun",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.46/",
    doi = "10.18653/v1/2025.emnlp-industry.46",
    pages = "659--671",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{liu-etal-2025-structural,
    title = "Structural Reward Model: Enhancing Interpretability, Efficiency, and Scalability in Reward Modeling",
    author = "Liu, Xiaoyu  and
      Liang, Di  and
      Shan, Hongyu  and
      Liu, Peiyang  and
      Liu, Yonghao  and
      Wu, Muling  and
      Li, Yuntao  and
      Wu, Xianjie  and
      Miao, Li  and
      Shen, Jiangrong  and
      Peng, Minlong",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.47/",
    doi = "10.18653/v1/2025.emnlp-industry.47",
    pages = "672--685",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{pang-naylor-etal-2025-controllable,
    title = "Controllable Clustering with {LLM}-driven Embeddings",
    author = "Pang-Naylor, Kerria  and
      Manivasagan, Shivani  and
      Zhong, Aitong  and
      Garg, Mehak  and
      Mondello, Nicholas  and
      Buckner, Blake  and
      Chang, Jonathan P.  and
      Mahajan, Khyati  and
      Hashemi, Masoud  and
      Casati, Fabio",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.48/",
    doi = "10.18653/v1/2025.emnlp-industry.48",
    pages = "686--702",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{hacioglu-etal-2025-speechllms,
    title = "{S}peech{LLM}s for Large-scale Contextualized Zero-shot Slot Filling",
    author = "Hacioglu, Kadri  and
      E, Manjunath K  and
      Stolcke, Andreas",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.49/",
    doi = "10.18653/v1/2025.emnlp-industry.49",
    pages = "703--715",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{khondaker-etal-2025-nursellm,
    title = "{N}urse{LLM}: The First Specialized Language Model for Nursing",
    author = "Khondaker, Md Tawkat Islam  and
      Harrington, Julia  and
      Shehata, Shady",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.50/",
    doi = "10.18653/v1/2025.emnlp-industry.50",
    pages = "716--752",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{hong-etal-2025-augmenting,
    title = "Augmenting Compliance-Guaranteed Customer Service Chatbots: Context-Aware Knowledge Expansion with Large Language Models",
    author = "Hong, Mengze  and
      Zhang, Chen Jason  and
      Jiang, Di  and
      He, Yuanqin",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.51/",
    doi = "10.18653/v1/2025.emnlp-industry.51",
    pages = "753--765",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{song-tang-2025-memory,
    title = "Memory-Efficient Backpropagation for Fine-Tuning {LLM}s on Resource-Constrained Mobile Devices",
    author = "Song, Congzheng  and
      Tang, Xinyu",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.52/",
    doi = "10.18653/v1/2025.emnlp-industry.52",
    pages = "766--774",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{kachuee-etal-2025-prismrag,
    title = "{P}rism{RAG}: Boosting {RAG} Factuality with Distractor Resilience and Strategized Reasoning",
    author = "Kachuee, Mohammad  and
      Gollapudi, Teja  and
      Kim, Minseok  and
      Huang, Yin  and
      Sun, Kai  and
      Yang, Xiao  and
      Wang, Jiaqi  and
      Shah, Nirav  and
      Liu, Yue  and
      Colak, Aaron  and
      Kumar, Anuj  and
      Yih, Wen-tau  and
      Dong, Xin Luna",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.53/",
    doi = "10.18653/v1/2025.emnlp-industry.53",
    pages = "775--798",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{tamber-etal-2025-benchmarking,
    title = "Benchmarking {LLM} Faithfulness in {RAG} with Evolving Leaderboards",
    author = "Tamber, Manveer Singh  and
      Bao, Forrest Sheng  and
      Xu, Chenyu  and
      Luo, Ge  and
      Kazi, Suleman  and
      Bae, Minseok  and
      Li, Miaoran  and
      Mendelevitch, Ofer  and
      Qu, Renyi  and
      Lin, Jimmy",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.54/",
    doi = "10.18653/v1/2025.emnlp-industry.54",
    pages = "799--811",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{kundu-etal-2025-multi,
    title = "A Multi-Agent Framework for Quantitative Finance : An Application to Portfolio Management Analytics",
    author = "Kundu, Sayani  and
      Sahoo, Dushyant  and
      Li, Victor  and
      Rabowsky, Jennifer  and
      Varshney, Amit",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.55/",
    doi = "10.18653/v1/2025.emnlp-industry.55",
    pages = "812--824",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{mondal-etal-2025-group,
    title = "Group Preference Alignment: Customizing {LLM} Responses from In-Situ Conversations Only When Needed",
    author = "Mondal, Ishani  and
      Stokes, Jack W.  and
      Jauhar, Sujay Kumar  and
      Yang, Longqi  and
      Wan, Mengting  and
      Xu, Xiaofeng  and
      Song, Xia  and
      Boyd-Graber, Jordan Lee  and
      Neville, Jennifer",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.56/",
    doi = "10.18653/v1/2025.emnlp-industry.56",
    pages = "825--849",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{cui-etal-2025-dasr,
    title = "{DASR}: Distributed Adaptive Scene Recognition - A Multi-Agent Cloud-Edge Framework for Language-Guided Scene Detection",
    author = "Cui, Can  and
      Liu, Yongkang  and
      Ucar, Seyhan  and
      Peng, Juntong  and
      Moradipari, Ahmadreza  and
      Khabazi, Maryam  and
      Wang, Ziran",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.57/",
    doi = "10.18653/v1/2025.emnlp-industry.57",
    pages = "850--858",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{corbeil-etal-2025-empowering,
    title = "Empowering Healthcare Practitioners with Language Models: Structuring Speech Transcripts in Two Real-World Clinical Applications",
    author = "Corbeil, Jean-Philippe  and
      Ben Abacha, Asma  and
      Michalopoulos, George  and
      Swazinna, Phillip  and
      Del-Agua, Miguel  and
      Tremblay, Jerome  and
      Daniel, Akila Jeeson  and
      Bader, Cari  and
      Cho, Kevin  and
      Krishnan, Pooja  and
      Bodenstab, Nathan  and
      Lin, Thomas  and
      Teng, Wenxuan  and
      Beaulieu, Francois  and
      Vozila, Paul",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.58/",
    doi = "10.18653/v1/2025.emnlp-industry.58",
    pages = "859--870",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{li-etal-2025-leveraging-power,
    title = "Leveraging the Power of Large Language Models in Entity Linking via Adaptive Routing and Targeted Reasoning",
    author = "Li, Yajie  and
      Galimov, Albert  and
      Ganapaneni, Mitra Datta  and
      Thejaswi, Pujitha  and
      Meng, De  and
      Kumar, Priyanshu  and
      Potdar, Saloni",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.59/",
    doi = "10.18653/v1/2025.emnlp-industry.59",
    pages = "871--882",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{singh-etal-2025-llms,
    title = "Can {LLM}s Narrate Tabular Data? An Evaluation Framework for Natural Language Representations of Text-to-{SQL} System Outputs",
    author = "Singh, Jyotika  and
      Sun, Weiyi  and
      Agarwal, Amit  and
      Krishnamurthy, Viji  and
      Benajiba, Yassine  and
      Ravi, Sujith  and
      Roth, Dan",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.60/",
    doi = "10.18653/v1/2025.emnlp-industry.60",
    pages = "883--902",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{fan-etal-2025-enhancing,
    title = "Enhancing Foundation Models in Transaction Understanding with {LLM}-based Sentence Embeddings",
    author = "Fan, Xiran  and
      Jiang, Zhimeng  and
      Yeh, Chin-Chia Michael  and
      Chen, Yuzhong  and
      Dou, Yingtong  and
      Pan, Menghai  and
      Zheng, Yan",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.61/",
    doi = "10.18653/v1/2025.emnlp-industry.61",
    pages = "903--911",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{kulkarni-etal-2025-agent,
    title = "Agent vs. Agent: Automated Data Generation and Red-Teaming for Custom Agentic Workflows",
    author = "Kulkarni, Ninad  and
      Wu, Xian  and
      Varia, Siddharth  and
      Bespalov, Dmitriy",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.62/",
    doi = "10.18653/v1/2025.emnlp-industry.62",
    pages = "912--936",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{satyadharma-etal-2025-auto,
    title = "Auto prompting without training labels: An {LLM} cascade for product quality assessment in e-commerce catalogs",
    author = "Satyadharma, Soham  and
      Sheikholeslami, Fatemeh  and
      Kaul, Swati  and
      Batur, Aziz Umit  and
      Khan, Suleiman A.",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.63/",
    doi = "10.18653/v1/2025.emnlp-industry.63",
    pages = "937--953",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{peng-etal-2025-harmonizing,
    title = "Harmonizing Diverse Models: A Layer-wise Merging Strategy for Consistent Generation",
    author = "Peng, Xujun  and
      Kumar, Anoop  and
      Wu, Jingyu  and
      Glenn, Parker  and
      Liu, Daben",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.64/",
    doi = "10.18653/v1/2025.emnlp-industry.64",
    pages = "954--962",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{an-etal-2025-transparent,
    title = "Transparent Reference-free Automated Evaluation of Open-Ended User Survey Responses",
    author = "An, Subin  and
      Ji, Yugyeong  and
      Kim, Junyoung  and
      Kook, Heejin  and
      Lu, Yang  and
      Seltzer, Josh",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.65/",
    doi = "10.18653/v1/2025.emnlp-industry.65",
    pages = "963--982",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{chen-etal-2025-datasets,
    title = "Datasets and Recipes for Video Temporal Grounding via Reinforcement Learning",
    author = "Chen, Ruizhe  and
      Luo, Tianze  and
      Fan, Zhiting  and
      Zou, Heqing  and
      Feng, Zhaopeng  and
      Xie, Guiyang  and
      Zhang, Hansheng  and
      Wang, Zhuochen  and
      Liu, Zuozhu  and
      Huaijian, Zhang",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.66/",
    doi = "10.18653/v1/2025.emnlp-industry.66",
    pages = "983--992",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{yuheng-etal-2025-seara,
    title = "{SEARA}: An Automated Approach for Obtaining Optimal Retrievers",
    author = "Yuheng, Zou  and
      Yiran, Wang Yiran  and
      Yuzhu, Tian  and
      Min, Zhu  and
      Huang, Yanhua",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.67/",
    doi = "10.18653/v1/2025.emnlp-industry.67",
    pages = "993--1006",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{chu-etal-2025-uniedu,
    title = "{U}ni{EDU}: Toward Unified and Efficient Large Multimodal Models for Educational Tasks",
    author = "Chu, Zhendong  and
      Xie, Jian  and
      Wang, Shen  and
      Wang, Zichao  and
      Wen, Qingsong",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.68/",
    doi = "10.18653/v1/2025.emnlp-industry.68",
    pages = "1007--1016",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{azeez-etal-2025-truth,
    title = "Truth, Trust, and Trouble: Medical {AI} on the Edge",
    author = "Azeez, Mohammad Anas  and
      Ali, Rafiq  and
      Shabbir, Ebad  and
      Siddiqui, Zohaib Hasan  and
      Kashyap, Gautam Siddharth  and
      Gao, Jiechao  and
      Naseem, Usman",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.69/",
    doi = "10.18653/v1/2025.emnlp-industry.69",
    pages = "1017--1025",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{swamy-etal-2025-address,
    title = "An Address Intelligence Framework for {E}-commerce Deliveries",
    author = "Swamy, Gokul  and
      Gulati, Aman  and
      Virinchi, Srinivas  and
      Saladi, Anoop",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.70/",
    doi = "10.18653/v1/2025.emnlp-industry.70",
    pages = "1026--1034",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{siddiqui-etal-2025-llms,
    title = "{LLM}s on a Budget? Say {HOLA}",
    author = "Siddiqui, Zohaib Hasan  and
      Gao, Jiechao  and
      Shabbir, Ebad  and
      Azeez, Mohammad Anas  and
      Ali, Rafiq  and
      Kashyap, Gautam Siddharth  and
      Naseem, Usman",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.71/",
    doi = "10.18653/v1/2025.emnlp-industry.71",
    pages = "1035--1043",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{chen-etal-2025-llm-based-dialogue,
    title = "{LLM}-Based Dialogue Labeling for Multiturn Adaptive {RAG}",
    author = "Chen, Zhiyu  and
      Xie, Biancen  and
      Srinivasan, Sidarth  and
      Ramanathan, Manikandarajan  and
      Maragoud, Rajashekar  and
      Liu, Qun",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.72/",
    doi = "10.18653/v1/2025.emnlp-industry.72",
    pages = "1044--1056",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{poey-etal-2025-ragulator,
    title = "{RAG}ulator: Lightweight Out-of-Context Detectors for Grounded Text Generation",
    author = "Poey, Ian  and
      Liu, Jiajun  and
      Zhong, Qishuai",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.73/",
    doi = "10.18653/v1/2025.emnlp-industry.73",
    pages = "1057--1071",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhang-etal-2025-reic,
    title = "{REIC}: {RAG}-Enhanced Intent Classification at Scale",
    author = "Zhang, Ziji  and
      Yang, Michael  and
      Chen, Zhiyu  and
      Zhuang, Yingying  and
      Pi, Shu-Ting  and
      Liu, Qun  and
      Maragoud, Rajashekar  and
      Nguyen, Vy  and
      Beniwal, Anurag",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.74/",
    doi = "10.18653/v1/2025.emnlp-industry.74",
    pages = "1072--1080",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{tsao-etal-2025-mapping,
    title = "Mapping Smarter, Not Harder: A Test-Time Reinforcement Learning Agent That Improve Without Labels or Model Updates",
    author = "Tsao, Wen-Kwang  and
      Yu, Yao-Ching  and
      Huang, Chien-Ming",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.75/",
    doi = "10.18653/v1/2025.emnlp-industry.75",
    pages = "1081--1091",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{gollapalli-etal-2025-assigning,
    title = "On Assigning Product and Software Codes to Customer Service Requests with Large Language Models",
    author = "Gollapalli, Sujatha Das  and
      Hakam, Mouad  and
      Du, Mingzhe  and
      Ng, See-Kiong  and
      Hamzeh, Mohammed",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.76/",
    doi = "10.18653/v1/2025.emnlp-industry.76",
    pages = "1092--1103",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{wang-etal-2025-reasoning-enhanced,
    title = "Reasoning-Enhanced Domain-Adaptive Pretraining of Multimodal Large Language Models for Short Video Content Governance",
    author = "Wang, Zixuan  and
      Sun, Yu  and
      Wang, Hongwei  and
      Jing, Baoyu  and
      Shen, Xiang  and
      Dong, Xin  and
      Hao, Zhuolin  and
      Xiong, Hongyu  and
      Song, Yang",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.77/",
    doi = "10.18653/v1/2025.emnlp-industry.77",
    pages = "1104--1112",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{yang-etal-2025-gsid,
    title = "{GSID}: Generative Semantic Indexing for {E}-Commerce Product Understanding",
    author = "Yang, Haiyang  and
      Xie, Qinye  and
      Zhang, Qingheng  and
      Yu, Chen Li  and
      Zou, Huike  and
      Lian, Chengbao  and
      Han, Shuguang  and
      Huang, Fei  and
      Chen, Jufeng  and
      Zheng, Bo",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.78/",
    doi = "10.18653/v1/2025.emnlp-industry.78",
    pages = "1113--1121",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhou-etal-2025-learning,
    title = "Learning from {LLM} Agents: In-Context Generative Models for Text Casing in {E}-Commerce Ads",
    author = "Zhou, Yingxue  and
      Zhu, Tan  and
      Zeng, Tao  and
      Wang, Zigeng  and
      Shen, Wei",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.79/",
    doi = "10.18653/v1/2025.emnlp-industry.79",
    pages = "1122--1133",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{ichihara-jinnai-2025-auto,
    title = "Auto-Weighted Group Relative Preference Optimization for Multi-Objective Text Generation Tasks",
    author = "Ichihara, Yuki  and
      Jinnai, Yuu",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.80/",
    doi = "10.18653/v1/2025.emnlp-industry.80",
    pages = "1134--1147",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{gutierrez-fandino-etal-2025-cost,
    title = "Cost-Effective {E}-Commerce Catalog Translation at Scale Ensuring Named Entity Protection",
    author = "Guti{\'e}rrez-Fandi{\~n}o, Asier  and
      Yero Salazar, Jorge  and
      Ruin, Clement  and
      Quintero-Roba, Alejandro  and
      Ravichandran, Shangeetha  and
      Perez-Martin, Jesus  and
      Adsul, Pankaj  and
      Garg, Suruchi  and
      Lezcano, Leonardo",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.81/",
    doi = "10.18653/v1/2025.emnlp-industry.81",
    pages = "1148--1157",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{jang-silavong-2025-instajudge,
    title = "{I}nsta{J}udge: Aligning Judgment Bias of {LLM}-as-Judge with Humans in Industry Applications",
    author = "Jang, Myeongjun Erik  and
      Silavong, Fran",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.82/",
    doi = "10.18653/v1/2025.emnlp-industry.82",
    pages = "1158--1172",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{lee-etal-2025-telagentbench,
    title = "{T}el{A}gent{B}ench: A Multi-faceted Benchmark for Evaluating {LLM}-based Agents in Telecommunications",
    author = "Lee, Sunwoo  and
      Jang, Daseong  and
      Arya, Dhammiko  and
      Han, Gyoung-eun  and
      Song, Injee  and
      Kim, SaeRom  and
      Kim, Sangjin  and
      Lee, Seojin  and
      Hong, Seokyoung  and
      Sek, Sereimony  and
      Cho, Seung-Mo  and
      Park, Sohee  and
      Yoon, Sungbin  and
      Jang, Wonbeom  and
      Davis, Eric",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.83/",
    doi = "10.18653/v1/2025.emnlp-industry.83",
    pages = "1173--1211",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{nassar-etal-2025-taming,
    title = "Taming the Real-world Complexities in {CPT} {E}/{M} Coding with Large Language Models",
    author = "Nassar, Islam  and
      Lin, Yang  and
      Jin, Yuan  and
      Zhu, Rongxin  and
      Tan, Chang Wei  and
      Zhai, Zenan  and
      Mathur, Nitika  and
      Vu, Thanh Tien  and
      Zhong, Xu  and
      Duong, Long  and
      Li, Yuan-Fang",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.84/",
    doi = "10.18653/v1/2025.emnlp-industry.84",
    pages = "1212--1226",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{gschwind-etal-2025-classifier,
    title = "Classifier-Augmented Generation for Structured Workflow Prediction",
    author = "Gschwind, Thomas  and
      Chakraborty, Shramona  and
      Gupta, Nitin  and
      Mehta, Sameep",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.85/",
    doi = "10.18653/v1/2025.emnlp-industry.85",
    pages = "1227--1238",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{pavlova-makhlouf-2025-efficient,
    title = "Efficient and Versatile Model for Multilingual Information Retrieval of Islamic Text: Development and Deployment in Real-World Scenarios",
    author = "Pavlova, Vera  and
      Makhlouf, Mohammed",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.86/",
    doi = "10.18653/v1/2025.emnlp-industry.86",
    pages = "1239--1249",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{lan-etal-2025-autoqual,
    title = "{A}uto{Q}ual: An {LLM} Agent for Automated Discovery of Interpretable Features for Review Quality Assessment",
    author = "Lan, Xiaochong  and
      Feng, Jie  and
      Liu, Yinxing  and
      Xinleishi  and
      Li, Yong",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.87/",
    doi = "10.18653/v1/2025.emnlp-industry.87",
    pages = "1250--1264",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{duanis-etal-2025-json,
    title = "{JSON} Whisperer: Efficient {JSON} Editing with {LLM}s",
    author = "Duanis, Sarel  and
      Greenstein-Messica, Asnat  and
      Habba, Eliya",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.88/",
    doi = "10.18653/v1/2025.emnlp-industry.88",
    pages = "1265--1274",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{li-etal-2025-l4,
    title = "L4: Mutual Learning Helps Lifelong Language Learning",
    author = "Li, Jiyong  and
      Azizov, Dilshod  and
      Liang, Shangsong",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.89/",
    doi = "10.18653/v1/2025.emnlp-industry.89",
    pages = "1275--1286",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{sharma-etal-2025-ttd,
    title = "{TTD}-{SQL}: Tree-Guided Token Decoding for Efficient and Schema-Aware {SQL} Generation",
    author = "Sharma, Chetan  and
      Narayanam, Ramasuri  and
      Pal, Soumyabrata  and
      Yeturu, Kalidas  and
      Saini, Shiv Kumar  and
      Mukherjee, Koyel",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.90/",
    doi = "10.18653/v1/2025.emnlp-industry.90",
    pages = "1287--1298",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{mayilvaghanan-etal-2025-spot,
    title = "Spot the {B}lind{S}pots: Systematic Identification and Quantification of Fine-Grained {LLM} Biases in Contact Center Call Summarization",
    author = "Mayilvaghanan, Kawin  and
      Gupta, Siddhant  and
      Kumar, Ayush",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.91/",
    doi = "10.18653/v1/2025.emnlp-industry.91",
    pages = "1299--1340",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{ni-etal-2025-hierdiffuse,
    title = "{H}ier{D}iffuse: Progressive Diffusion for Robust Interest Fusion in {CTR} Prediction",
    author = "Ni, Ziheng  and
      Liu, Congcong  and
      Chen, Yuying  and
      Fang, Zhiwei  and
      Peng, Changping  and
      Lin, Zhangang  and
      Law, Ching  and
      Shao, Jingping",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.92/",
    doi = "10.18653/v1/2025.emnlp-industry.92",
    pages = "1341--1348",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{kashmira-etal-2025-tobugraph,
    title = "{TOBUG}raph: Knowledge Graph-Based Retrieval for Enhanced {LLM} Performance Beyond {RAG}",
    author = "Kashmira, Savini  and
      Dantanarayana, Jayanaka L.  and
      Brodsky, Joshua  and
      Mahendra, Ashish  and
      Kang, Yiping  and
      Flautner, Krisztian  and
      Tang, Lingjia  and
      Mars, Jason",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.93/",
    doi = "10.18653/v1/2025.emnlp-industry.93",
    pages = "1349--1356",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{cai-etal-2025-thinking,
    title = "Thinking with {D}istil{Q}wen: A Tale of Four Distilled Reasoning and Reward Model Series",
    author = "Cai, Wenrui  and
      Wang, Chengyu  and
      Yan, Junbing  and
      Huang, Jun  and
      Fang, Xiangzhong",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.94/",
    doi = "10.18653/v1/2025.emnlp-industry.94",
    pages = "1357--1365",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{senger-etal-2025-crossing,
    title = "Crossing Domains without Labels: Distant Supervision for Term Extraction",
    author = "Senger, Elena  and
      Campbell, Yuri  and
      Goot, Rob Van Der  and
      Plank, Barbara",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.95/",
    doi = "10.18653/v1/2025.emnlp-industry.95",
    pages = "1366--1378",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{joshi-etal-2025-see,
    title = "{I}-{SEE}: An Instruction-tuned, {SOP}-Enhanced Quality Evaluator for Product Content",
    author = "Joshi, Aniket  and
      DSouza, Cyrus Andre  and
      Jain, Sejal  and
      Rana, Jitenkumar Babubhai  and
      Yenigalla, Promod",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.96/",
    doi = "10.18653/v1/2025.emnlp-industry.96",
    pages = "1379--1388",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{kim-etal-2025-computational,
    title = "Computational Blueprints: Generating Isomorphic Mathematics Problems with Large Language Models",
    author = "Kim, Jeong-Hoon  and
      Nam, Jinwoo  and
      Jo, Geunsik",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.97/",
    doi = "10.18653/v1/2025.emnlp-industry.97",
    pages = "1389--1401",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{sarker-rai-2025-fin,
    title = "Fin-{E}x{BERT}: User Intent based Text Extraction in Financial Context using Graph-Augmented {BERT} and trainable Plugin",
    author = "Sarker, Soumick  and
      Rai, Abhijit Kumar",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.98/",
    doi = "10.18653/v1/2025.emnlp-industry.98",
    pages = "1402--1411",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{leng-etal-2025-decex,
    title = "{D}ec{E}x-{RAG}: Boosting Agentic Retrieval-Augmented Generation with Decision and Execution Optimization via Process Supervision",
    author = "Leng, Yongqi  and
      Lei, Yikun  and
      Liu, Xikai  and
      Zhong, Meizhi  and
      Xiong, Bojian  and
      Zhang, Yurong  and
      Gao, Yan  and
      Yiwu  and
      Hu, Yao  and
      Xiong, Deyi",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.99/",
    doi = "10.18653/v1/2025.emnlp-industry.99",
    pages = "1412--1425",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{duesterwald-etal-2025-flow,
    title = "{FLOW}-{BENCH}: Towards Conversational Generation of Enterprise Workflows",
    author = "Duesterwald, Evelyn  and
      Huo, Siyu  and
      Isahagian, Vatche  and
      Jayaram, K. R.  and
      Kumar, Ritesh  and
      Muthusamy, Vinod  and
      Oum, Punleuk  and
      Saha, Debashish  and
      Thomas, Gegi  and
      Venkateswaran, Praveen",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.100/",
    doi = "10.18653/v1/2025.emnlp-industry.100",
    pages = "1426--1436",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{lim-etal-2025-format,
    title = "Format Inertia: A Failure Mechanism of {LLM}s in Medical Pre-Consultation",
    author = "Lim, Seungseop  and
      Kim, Gibaeg  and
      Han, Wooseok  and
      Seo, Jean  and
      Lee, Hyunkyung  and
      Yoo, Jaehyo  and
      Yang, Eunho",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.101/",
    doi = "10.18653/v1/2025.emnlp-industry.101",
    pages = "1437--1450",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{piskorski-skotarczak-2025-extraction,
    title = "Extraction of Information Provision Activity Requirements from {EU} {A}cquis",
    author = "Piskorski, Jakub  and
      Skotarczak, Dominik",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.102/",
    doi = "10.18653/v1/2025.emnlp-industry.102",
    pages = "1451--1471",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhukova-etal-2025-contrastive,
    title = "Contrastive Learning Using Graph Embeddings for Domain Adaptation of Language Models in the Process Industry",
    author = {Zhukova, Anastasia  and
      L{\"u}hrs, Jonas  and
      Lobm{\"u}ller, Christian E.  and
      Gipp, Bela},
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.103/",
    doi = "10.18653/v1/2025.emnlp-industry.103",
    pages = "1472--1484",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhou-etal-2025-feedback,
    title = "From Feedback to Checklists: Grounded Evaluation of {AI}-Generated Clinical Notes",
    author = "Zhou, Karen  and
      Giorgi, John Michael  and
      Mani, Pranav  and
      Xu, Peng  and
      Liang, Davis  and
      Tan, Chenhao",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.104/",
    doi = "10.18653/v1/2025.emnlp-industry.104",
    pages = "1485--1499",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{dua-etal-2025-flexdoc,
    title = "{F}lex{D}oc: Parameterized Sampling for Diverse Multilingual Synthetic Documents for Training Document Understanding Models",
    author = "Dua, Karan  and
      Patel, Hitesh Laxmichand  and
      Mittal, Puneet  and
      Gupta, Ranjeet  and
      Agarwal, Amit  and
      Pabolu, Praneet  and
      Panda, Srikant  and
      Meghwani, Hansa  and
      Horwood, Graham  and
      Shah, Fahad",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.105/",
    doi = "10.18653/v1/2025.emnlp-industry.105",
    pages = "1500--1521",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{lee-etal-2025-gemmas,
    title = "{GEMMAS}: Graph-based Evaluation Metrics for Multi Agent Systems",
    author = "Lee, Jisoo  and
      Chang, Raeyoung  and
      Kwon, Dongwook  and
      Singh, Harmanpreet  and
      Verma, Nikhil",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.106/",
    doi = "10.18653/v1/2025.emnlp-industry.106",
    pages = "1522--1532",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{qiu-etal-2025-knowledge,
    title = "Knowledge-Augmented Question Error Correction for {C}hinese Question Answer System with {Q}uestion{RAG}",
    author = "Qiu, Longpeng  and
      Li, Ting  and
      Mao, Shuai  and
      Yang, Nan  and
      Yan, Xiaohui",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.107/",
    doi = "10.18653/v1/2025.emnlp-industry.107",
    pages = "1533--1542",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{malhotra-etal-2025-smart,
    title = "{SMART}: Scalable Multilingual Approach for a Robust {TOD} System",
    author = "Malhotra, Karan  and
      Jain, Arihant  and
      Aggarwal, Purav  and
      Saladi, Anoop",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.108/",
    doi = "10.18653/v1/2025.emnlp-industry.108",
    pages = "1543--1554",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{xiong-etal-2025-think,
    title = "Think-Search-Patch: A Retrieval-Augmented Reasoning Framework for Repository-Level Code Repair",
    author = "Xiong, Bojian  and
      Lei, Yikun  and
      Liu, Xikai  and
      Zhang, Shaowei  and
      Zhu, Pengyun  and
      Liu, Yan  and
      Leng, Yongqi  and
      Shi, Ling  and
      Zhong, Meizhi  and
      Zhang, Yurong  and
      Gao, Yan  and
      Yiwu  and
      Hu, Yao  and
      Xiong, Deyi",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.109/",
    doi = "10.18653/v1/2025.emnlp-industry.109",
    pages = "1555--1566",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{wei-etal-2025-asr,
    title = "{ASR}-{EC} Benchmark: Evaluating Large Language Models on {C}hinese {ASR} Error Correction",
    author = "Wei, Victor Junqiu  and
      Wang, Weicheng  and
      Jiang, Di  and
      Song, Yuanfeng  and
      Wang, Lu",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.110/",
    doi = "10.18653/v1/2025.emnlp-industry.110",
    pages = "1567--1575",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{kabir-etal-2025-bidirectional,
    title = "Bidirectional Reasoning Supervision for Multilingual Financial Decision Making",
    author = "Kabir, Muhammad Rafsan  and
      Ahad, Jawad Ibn  and
      Krambroeckers, Robin  and
      Ahmed, Silvia  and
      Elahi, M M Lutfe  and
      Mohammed, Nabeel  and
      Rahman, Shafin",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.111/",
    doi = "10.18653/v1/2025.emnlp-industry.111",
    pages = "1576--1587",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{van-thin-etal-2025-automotive,
    title = "Automotive Document Labeling Using Large Language Models",
    author = "Van Thin, Dang  and
      Chu, Cuong Xuan  and
      Graf, Christian  and
      Kaminski, Tobias  and
      Tran, Trung-Kien",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.112/",
    doi = "10.18653/v1/2025.emnlp-industry.112",
    pages = "1588--1595",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{li-etal-2025-building,
    title = "Building Data-Driven Occupation Taxonomies: A Bottom-Up Multi-Stage Approach via Semantic Clustering and Multi-Agent Collaboration",
    author = "Li, Nan  and
      Kang, Bo  and
      De Bie, Tijl",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.113/",
    doi = "10.18653/v1/2025.emnlp-industry.113",
    pages = "1596--1614",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{gioacchini-etal-2025-autopenbench,
    title = "{A}uto{P}en{B}ench: A Vulnerability Testing Benchmark for Generative Agents",
    author = "Gioacchini, Luca  and
      Delsanto, Alexander  and
      Drago, Idilio  and
      Mellia, Marco  and
      Siracusano, Giuseppe  and
      Bifulco, Roberto",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.114/",
    doi = "10.18653/v1/2025.emnlp-industry.114",
    pages = "1615--1624",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{he-etal-2025-enabling,
    title = "Enabling Self-Improving Agents to Learn at Test Time With Human-In-The-Loop Guidance",
    author = "He, Yufei  and
      Li, Ruoyu  and
      Chen, Alex  and
      Liu, Yue  and
      Chen, Yulin  and
      Sui, Yuan  and
      Chen, Cheng  and
      Zhu, Yi  and
      Luo, Luca  and
      Yang, Frank  and
      Hooi, Bryan",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.115/",
    doi = "10.18653/v1/2025.emnlp-industry.115",
    pages = "1625--1653",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{li-etal-2025-encouraging,
    title = "Encouraging Good Processes Without the Need for Good Answers: Reinforcement Learning for {LLM} Agent Planning",
    author = "Li, Zhiwei  and
      Hu, Yong  and
      Wang, Wenqing",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.116/",
    doi = "10.18653/v1/2025.emnlp-industry.116",
    pages = "1654--1666",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zocca-etal-2025-experience,
    title = "Experience Report: Implementing Machine Translation in a Regulated Industry",
    author = "Zocca, Marco  and
      Fallgren, Per  and
      Buffoni, David",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.117/",
    doi = "10.18653/v1/2025.emnlp-industry.117",
    pages = "1667--1673",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhu-etal-2025-multi,
    title = "Multi-Task Pre-Finetuning of Lightweight Transformer Encoders for Text Classification and {NER}",
    author = "Zhu, Junyi  and
      Ozkan, Savas  and
      Maracani, Andrea  and
      Mutlu, Sinan  and
      Min, Cho Jung  and
      Ozay, Mete",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.118/",
    doi = "10.18653/v1/2025.emnlp-industry.118",
    pages = "1674--1686",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{behdin-etal-2025-scaling,
    title = "Scaling Down, Serving Fast: Compressing and Deploying Efficient {LLM}s for Recommendation Systems",
    author = "Behdin, Kayhan  and
      Fatahibaarzi, Ata  and
      Song, Qingquan  and
      Dai, Yun  and
      Gupta, Aman  and
      Wang, Zhipeng  and
      Sang, Hejian  and
      Tang, Shao  and
      Dexter, Gregory  and
      Zhu, Sirou  and
      Zhu, Siyu  and
      Dharamsi, Tejas  and
      Kothapalli, Vignesh  and
      Fu, Zhoutong  and
      Cao, Yihan  and
      Hsu, Pin-Lun  and
      Borisyuk, Fedor  and
      Pillai, Natesh S.  and
      Simon, Luke  and
      Mazumder, Rahul",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.119/",
    doi = "10.18653/v1/2025.emnlp-industry.119",
    pages = "1687--1702",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{chakraborty-etal-2025-group,
    title = "Group, Embed and Reason: A Hybrid {LLM} and Embedding Framework for Semantic Attribute Alignment",
    author = "Chakraborty, Shramona  and
      Mujumdar, Shashank  and
      Gupta, Nitin  and
      Mehta, Sameep  and
      Kat, Ronen  and
      Etelis, Itay  and
      Mahameed, Mohamed  and
      Guez, Itai  and
      Tzoref-Brill, Rachel",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.120/",
    doi = "10.18653/v1/2025.emnlp-industry.120",
    pages = "1703--1710",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{sood-etal-2025-streaq,
    title = "{STREAQ}: Selective Tiered Routing for Effective and Affordable Contact Center Quality Assurance",
    author = "Sood, Prajwal  and
      Agrawal, Rajdeep  and
      Sati, Mayank  and
      Ingle, Digvijay Anil  and
      George, Cijo",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.121/",
    doi = "10.18653/v1/2025.emnlp-industry.121",
    pages = "1711--1726",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{pradeep-etal-2025-divide,
    title = "Divide, Link, and Conquer: Recall-oriented Schema Linking for {NL}-to-{SQL} via Question Decomposition",
    author = "Pradeep, Kiran  and
      Db, Kirushikesh  and
      Madaan, Nishtha  and
      Mehta, Sameep  and
      Bhattacharyya, Pushpak",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.122/",
    doi = "10.18653/v1/2025.emnlp-industry.122",
    pages = "1727--1743",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{khabiri-etal-2025-declarative,
    title = "Declarative Techniques for {NL} Queries over Heterogeneous Data",
    author = "Khabiri, Elham  and
      Kephart, Jeffrey O.  and
      Iii, Fenno F. Heath  and
      Jayaraman, Srideepika  and
      Li, Yingjie  and
      Tipu, Fateh A.  and
      Shah, Dhruv  and
      Fokoue, Achille  and
      Bhamidipaty, Anu",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.123/",
    doi = "10.18653/v1/2025.emnlp-industry.123",
    pages = "1744--1761",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{seo-etal-2025-taxonomy,
    title = "Taxonomy of Comprehensive Safety for Clinical Agents",
    author = "Seo, Jean  and
      Lee, Hyunkyung  and
      Kim, Gibaeg  and
      Han, Wooseok  and
      Yoo, Jaehyo  and
      Lim, Seungseop  and
      Shin, Kihun  and
      Yang, Eunho",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.124/",
    doi = "10.18653/v1/2025.emnlp-industry.124",
    pages = "1762--1779",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{niculae-etal-2025-dr,
    title = "Dr. Copilot: A Multi-Agent Prompt Optimized Assistant for Improving Patient-Doctor Communication in {R}omanian",
    author = "Niculae, Andrei  and
      Cosma, Adrian  and
      Dumitrache, Cosmin  and
      Radoi, Emilian",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.125/",
    doi = "10.18653/v1/2025.emnlp-industry.125",
    pages = "1780--1792",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zheng-etal-2025-data,
    title = "Data-Efficient Automatic Prompt Optimization for Memory-Enhanced Conversational Agents",
    author = "Zheng, Ervine  and
      Li, Yikuan  and
      Tso, Geoffrey Jay  and
      Kuang, Jilong",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.126/",
    doi = "10.18653/v1/2025.emnlp-industry.126",
    pages = "1793--1804",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{shaposhnikov-etal-2025-clarity,
    title = "{CLARITY}: Clinical Assistant for Routing, Inference, and Triage",
    author = "Shaposhnikov, Vladimir  and
      Nesterov, Alexandr  and
      Kopanichuk, Ilia  and
      Bakulin, Ivan  and
      Egor, Zhelvakov  and
      Abramov, Ruslan  and
      Olegovna, Tsapieva Ekaterina  and
      Bespalov, Iaroslav Radionovich  and
      Dylov, Dmitry V.  and
      Oseledets, Ivan",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.127/",
    doi = "10.18653/v1/2025.emnlp-industry.127",
    pages = "1805--1821",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{anaokar-etal-2025-halludetect,
    title = "{H}allu{D}etect: Detecting, Mitigating, and Benchmarking Hallucinations in Conversational Systems in the Legal Domain",
    author = "Anaokar, Spandan  and
      Ganatra, Shrey  and
      Kashid, Harshvivek  and
      Bhattacharyya, Swapnil  and
      Nair, Shruthi  and
      Sekhar, Reshma  and
      Manohar, Siddharth  and
      Hemrajani, Rahul  and
      Bhattacharyya, Pushpak",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.128/",
    doi = "10.18653/v1/2025.emnlp-industry.128",
    pages = "1822--1847",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhu-etal-2025-accurate,
    title = "How Accurate Are {LLM}s at Multi-Question Answering on Conversational Transcripts?",
    author = "Zhu, Xiliang  and
      Zong, Shi  and
      Rossouw, David",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.129/",
    doi = "10.18653/v1/2025.emnlp-industry.129",
    pages = "1848--1855",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{laskar-etal-2025-ai,
    title = "{AI} Knowledge Assist: An Automated Approach for the Creation of Knowledge Bases for Conversational {AI} Agents",
    author = "Laskar, Md Tahmid Rahman  and
      Tremblay, Julien Bouvier  and
      Fu, Xue-Yong  and
      Chen, Cheng  and
      Tn, Shashi Bhushan",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.130/",
    doi = "10.18653/v1/2025.emnlp-industry.130",
    pages = "1856--1866",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{khasanova-etal-2025-dacip,
    title = "{DACIP}-{RC}: Domain Adaptive Continual Instruction Pre-Training via Reading Comprehension on Business Conversations",
    author = "Khasanova, Elena  and
      Saini, Harsh  and
      Laskar, Md Tahmid Rahman  and
      Fu, Xue-Yong  and
      Chen, Cheng  and
      Tn, Shashi Bhushan",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.131/",
    doi = "10.18653/v1/2025.emnlp-industry.131",
    pages = "1867--1877",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{correia-etal-2025-analysis,
    title = "Analysis of Automated Document Relevance Annotation for Information Retrieval in Oil and Gas Industry",
    author = "Correia, Jo{\~a}o Vitor Mariano  and
      Bell, Murilo Missano  and
      Amorim, Jo{\~a}o Vitor Robiatti  and
      Queiroz, Jonas  and
      Pedronette, Daniel  and
      Guilherme, Ivan Rizzo  and
      Lima de Oliveira, Felipe",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.132/",
    doi = "10.18653/v1/2025.emnlp-industry.132",
    pages = "1878--1889",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{chauhan-etal-2025-mind,
    title = "Mind the Query: A Benchmark Dataset towards {T}ext2{C}ypher Task",
    author = "Chauhan, Vashu  and
      Raj, Shobhit  and
      Mujumdar, Shashank  and
      Saha, Avirup  and
      Jain, Anannay",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.133/",
    doi = "10.18653/v1/2025.emnlp-industry.133",
    pages = "1890--1905",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{laskar-etal-2025-deploying,
    title = "Deploying Tiny {LVLM} Judges for Real-World Evaluation of Chart Models: Lessons Learned and Best Practices",
    author = "Laskar, Md Tahmid Rahman  and
      Islam, Mohammed Saidul  and
      Mahbub, Ridwan  and
      Rahman, Mizanur  and
      Bhuiyan, Amran  and
      Jahan, Israt  and
      Nayeem, Mir Tafseer  and
      Joty, Shafiq  and
      Hoque, Enamul  and
      Huang, Jimmy Xiangji",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.134/",
    doi = "10.18653/v1/2025.emnlp-industry.134",
    pages = "1906--1918",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhao-etal-2025-agent,
    title = "Agent-in-the-Loop: A Data Flywheel for Continuous Improvement in {LLM}-based Customer Support",
    author = "Zhao, Cen  and
      Zhang, Tiantian  and
      Su, Hanchen  and
      Zhang, Yufeng  and
      Su, Shaowei  and
      Xu, Mingzhi  and
      Liu, Yu  and
      Han, Wei  and
      Werner, Jeremy  and
      Cheng, Claire Na  and
      Mehdad, Yashar",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.135/",
    doi = "10.18653/v1/2025.emnlp-industry.135",
    pages = "1919--1930",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{yu-etal-2025-beyond-pointwise,
    title = "Beyond Pointwise Scores: Decomposed Criteria-Based Evaluation of {LLM} Responses",
    author = "Yu, Fangyi  and
      Seedat, Nabeel  and
      Herrmannova, Dasha  and
      Schilder, Frank  and
      Schwarz, Jonathan Richard",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.136/",
    doi = "10.18653/v1/2025.emnlp-industry.136",
    pages = "1931--1954",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{pattnaik-etal-2025-scalable,
    title = "Scalable and Cost Effective High-Cardinality Classification with {LLM}s via Multi-View Label Representations and Retrieval Augmentation",
    author = "Pattnaik, Anup  and
      Vutla, Sasanka  and
      Dev, Hamvir  and
      Nandan, Jeevesh  and
      George, Cijo",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.137/",
    doi = "10.18653/v1/2025.emnlp-industry.137",
    pages = "1955--1969",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{pham-etal-2025-fine,
    title = "How to Fine-Tune Safely on a Budget: Model Adaptation Using Minimal Resources",
    author = "Pham, Anh C.  and
      Thalanki, Mihir  and
      Sun, Michael  and
      Chaloo, Aditya  and
      Gupta, Ankita  and
      Xia, Tian  and
      Mate, Aditya  and
      Nosakhare, Ehi  and
      Srinivasan, Soundararajan",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.138/",
    doi = "10.18653/v1/2025.emnlp-industry.138",
    pages = "1970--1981",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{goel-etal-2025-zero,
    title = "Zero-knowledge {LLM} hallucination detection and mitigation through fine-grained cross-model consistency",
    author = "Goel, Aman  and
      Schwartz, Daniel  and
      Qi, Yanjun",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.139/",
    doi = "10.18653/v1/2025.emnlp-industry.139",
    pages = "1982--1999",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{wu-etal-2025-incremental,
    title = "Incremental Summarization for Customer Support via Progressive Note-Taking and Agent Feedback",
    author = "Wu, Yisha  and
      Zhao, Cen  and
      Cao, Yuanpei  and
      Xu, Xiaoqing  and
      Mehdad, Yashar  and
      Ji, Mindy  and
      Cheng, Claire Na",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.140/",
    doi = "10.18653/v1/2025.emnlp-industry.140",
    pages = "2000--2015",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhang-etal-2025-llminit,
    title = "{LLMI}nit: A Free Lunch from Large Language Models for Selective Initialization of Recommendation",
    author = "Zhang, Weizhi  and
      Yang, Liangwei  and
      Yang, Wooseong  and
      Zou, Henry Peng  and
      Liu, Yuqing  and
      Xu, Ke  and
      Medya, Sourav  and
      Yu, Philip S.",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.141/",
    doi = "10.18653/v1/2025.emnlp-industry.141",
    pages = "2016--2024",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{lango-dusek-2025-llm,
    title = "{LLM} Agents Implement an {NLG} System from Scratch: Building Interpretable Rule-Based {RDF}-to-Text Generators",
    author = "Lango, Mateusz  and
      Dusek, Ondrej",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.142/",
    doi = "10.18653/v1/2025.emnlp-industry.142",
    pages = "2025--2040",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{marques-etal-2025-leveraging,
    title = "Leveraging {LLM}s to Streamline the Review of Public Funding Applications",
    author = "Marques, Jo{\~a}o DS  and
      Duarte, Andre Vicente  and
      de Carvalho, Andr{\'e} Mendes Marques  and
      Rocha, Gil  and
      Martins, Bruno  and
      Oliveira, Arlindo L.",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.143/",
    doi = "10.18653/v1/2025.emnlp-industry.143",
    pages = "2041--2060",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{leong-etal-2025-amas,
    title = "{AMAS}: Adaptively Determining Communication Topology for {LLM}-based Multi-agent System",
    author = "Leong, Hui Yi  and
      Li, Yuheng  and
      Wu, Yuqing  and
      Ouyang, Wenwen  and
      Zhu, Wei  and
      Gao, Jiechao  and
      Han, Wei",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.144/",
    doi = "10.18653/v1/2025.emnlp-industry.144",
    pages = "2061--2070",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{masry-etal-2025-colmate,
    title = "{C}ol{M}ate: Contrastive Late Interaction and Masked Text for Multimodal Document Retrieval",
    author = "Masry, Ahmed  and
      Thakkar, Megh  and
      Bechard, Patrice  and
      Madhusudhan, Sathwik Tejaswi  and
      Awal, Rabiul  and
      Mishra, Shambhavi  and
      Suresh, Akshay Kalkunte  and
      Daruru, Srivatsava  and
      Hoque, Enamul  and
      Gella, Spandana  and
      Scholak, Torsten  and
      Rajeswar, Sai",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.145/",
    doi = "10.18653/v1/2025.emnlp-industry.145",
    pages = "2071--2080",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhang-2025-confidence,
    title = "Confidence-Aware Reasoning: Optimizing Self-Guided Thinking Trajectories in Large Reasoning Models",
    author = "Zhang, Jiaxin",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.146/",
    doi = "10.18653/v1/2025.emnlp-industry.146",
    pages = "2081--2095",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zou-etal-2025-multi,
    title = "Multi-Value-Product Retrieval-Augmented Generation for Industrial Product Attribute Value Identification",
    author = "Zou, Huike  and
      Yang, Haiyang  and
      Su, Yindu  and
      Yu, Chen Li  and
      Xie, Qinye  and
      Lian, Chengbao  and
      Zhang, Qingheng  and
      Han, Shuguang  and
      Huang, Fei  and
      Chen, Jufeng",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.147/",
    doi = "10.18653/v1/2025.emnlp-industry.147",
    pages = "2096--2105",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{huang-etal-2025-attributeforge,
    title = "{A}ttribute{F}orge: An Agentic {LLM} Framework for Automated Product Schema Modeling",
    author = "Huang, Yunhan  and
      Ramo, Klevis  and
      Iovine, Andrea  and
      Monteiro, Melvin  and
      Gokalp, Sedat  and
      Bakshi, Arjun  and
      Turalic, Hasan  and
      Kumar, Arsh  and
      Neumeier, Jona  and
      Yates, Ripley  and
      Monir, Rejaul  and
      Hartmann, Simon  and
      Manglik, Tushar  and
      Yakout, Mohamed",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.148/",
    doi = "10.18653/v1/2025.emnlp-industry.148",
    pages = "2106--2121",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{sadhu-etal-2025-vestabench,
    title = "{V}esta{B}ench: An Embodied Benchmark for Safe Long-Horizon Planning Under Multi-Constraint and Adversarial Settings",
    author = "Sadhu, Tanmana  and
      Chen, Yanan  and
      Pesaranghader, Ali",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.149/",
    doi = "10.18653/v1/2025.emnlp-industry.149",
    pages = "2122--2145",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{gou-etal-2025-advancing,
    title = "Advancing {E}-commerce Merchants Telemarketing with Synthetic Data-Driven {LLM}s",
    author = "Gou, Qi  and
      Xia, Zehua  and
      Juan, Li  and
      Zhao, Qingyang  and
      Yang, Wenjing",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.150/",
    doi = "10.18653/v1/2025.emnlp-industry.150",
    pages = "2146--2154",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{lan-etal-2025-depression,
    title = "Depression Detection on Social Media with Large Language Models",
    author = "Lan, Xiaochong  and
      Han, Zhiguang  and
      Cheng, Yiming  and
      Sheng, Li  and
      Feng, Jie  and
      Gao, Chen  and
      Li, Yong",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.151/",
    doi = "10.18653/v1/2025.emnlp-industry.151",
    pages = "2155--2171",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{verma-etal-2025-bullybench,
    title = "{B}ully{B}ench: Youth {\&} Experts-in-the-loop Framework for Intrinsic and Extrinsic Cyberbullying {NLP} Benchmarking",
    author = "Verma, Kanishk  and
      Kalaivendan, Sri Balaaji Natarajan  and
      Kazemi, Arefeh  and
      Wagner, Joachim  and
      McCashin, Darragh  and
      Walsh, Isobel  and
      Basak, Sayani  and
      Asci, Sinan  and
      Cherkasova, Yelena  and
      Poullis, Alexandrous  and
      O{'}Higgins Norman, James  and
      Umbach, Rebecca  and
      Milosevic, Tijana  and
      Davis, Brian",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.152/",
    doi = "10.18653/v1/2025.emnlp-industry.152",
    pages = "2172--2208",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{pal-etal-2025-tagging,
    title = "Tagging-Augmented Generation: Assisting Language Models in Finding Intricate Knowledge In Long Contexts",
    author = "Pal, Anwesan  and
      Hovsepian, Karen  and
      Guo, Tinghao  and
      Zhao, Mengnan  and
      Tripathi, Somendra  and
      Kanakaris, Nikos  and
      Mihaila, George  and
      Nigam, Sumit",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.153/",
    doi = "10.18653/v1/2025.emnlp-industry.153",
    pages = "2209--2220",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{daiber-etal-2025-dispatchqa,
    title = "{D}ispatch{QA}: A Benchmark for Small Function Calling Language Models in {E}-Commerce Applications",
    author = "Daiber, Joachim  and
      Maricato, Victor  and
      Sinha, Ayan  and
      Rabinovich, Andrew",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.154/",
    doi = "10.18653/v1/2025.emnlp-industry.154",
    pages = "2221--2233",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{constantinides-etal-2025-generalized,
    title = "Generalized Embedding Models for Industry 4.0 Applications",
    author = "Constantinides, Christodoulos  and
      Lin, Shuxin  and
      Patel, Dhaval C",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.155/",
    doi = "10.18653/v1/2025.emnlp-industry.155",
    pages = "2234--2251",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{dialameh-etal-2025-echo,
    title = "{ECHO}-{LL}a{MA}: Efficient Caching for High-Performance {LL}a{MA} Training",
    author = "Dialameh, Maryam  and
      Karim, Rezaul  and
      Rajabzadeh, Hossein  and
      Mohamed Awad, Omar  and
      Chen, Boxing  and
      Kwon, Hyock Ju  and
      Ahmed, Walid  and
      Liu, Yang",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.156/",
    doi = "10.18653/v1/2025.emnlp-industry.156",
    pages = "2252--2269",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{bakos-etal-2025-generating,
    title = "Generating Spatial Knowledge Graphs from Automotive Diagrams for Question Answering",
    author = "Bakos, Steve  and
      Xing, Chen  and
      Davoudi, Heidar  and
      An, Aijun  and
      DiCarlantonio, Ron",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.157/",
    doi = "10.18653/v1/2025.emnlp-industry.157",
    pages = "2270--2286",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{nozue-etal-2025-enhancing,
    title = "Enhancing Persuasive Dialogue Agents by Synthesizing {C}ross{-}{D}isciplinary Communication Strategies",
    author = "Nozue, Shinnosuke  and
      Nakano, Yuto  and
      Watanabe, Yotaro  and
      Takasaki, Meguru  and
      Moriya, Shoji  and
      Akama, Reina  and
      Suzuki, Jun",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.158/",
    doi = "10.18653/v1/2025.emnlp-industry.158",
    pages = "2287--2312",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{chetwani-mahmmdla-2025-biopsy,
    title = "{BIOPSY} - Biomarkers In Oncology: Pipeline for Structured Yielding",
    author = "Chetwani, Sanya A.  and
      Mahmmdla, Jaseem",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.159/",
    doi = "10.18653/v1/2025.emnlp-industry.159",
    pages = "2313--2321",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{shen-etal-2025-dast,
    title = "{DAST}: Difficulty-Adaptive Slow-Thinking for Large Reasoning Models",
    author = "Shen, Yi  and
      Zhang, Jian  and
      Huang, Jieyun  and
      Shi, Shuming  and
      Zhang, Wenjing  and
      Yan, Jiangze  and
      Wang, Ning  and
      Wang, Kai  and
      Liu, Zhaoxiang  and
      Lian, Shiguo",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.160/",
    doi = "10.18653/v1/2025.emnlp-industry.160",
    pages = "2322--2331",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhang-etal-2025-pebr,
    title = "p{EBR}: A Probabilistic Approach to Embedding Based Retrieval",
    author = "Zhang, Han  and
      Jiang, Yunjiang  and
      Li, Mingming  and
      Yuan, Haowei  and
      Qiu, Yiming  and
      Yang, Wen-Yun",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.161/",
    doi = "10.18653/v1/2025.emnlp-industry.161",
    pages = "2332--2342",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{lee-etal-2025-finding,
    title = "Finding Diamonds in Conversation Haystacks: A Benchmark for Conversational Data Retrieval",
    author = "Lee, Yohan  and
      Song, Yongwoo  and
      Kim, Sangyeop",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.162/",
    doi = "10.18653/v1/2025.emnlp-industry.162",
    pages = "2343--2366",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{giroh-etal-2025-syntact,
    title = "{\ensuremath{<}}{SYNTACT}{\ensuremath{>}}: Structuring Your Natural Language {SOP}s into Tailored Ambiguity-Resolved Code Templates",
    author = "Giroh, Sachin Kumar  and
      Ghosh, Pushpendu  and
      Jain, Aryan  and
      Paunikar, Harshal Giridhari  and
      Rastogi, Aditi  and
      Yenigalla, Promod  and
      Nediyanchath, Anish",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.163/",
    doi = "10.18653/v1/2025.emnlp-industry.163",
    pages = "2367--2376",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{das-etal-2025-recover,
    title = "Recover-{L}o{RA}: Data-Free Accuracy Recovery of Degraded Language Models via Low-Rank Adaptation",
    author = "Das, Devleena  and
      Patwari, Rajeev  and
      Sirasao, Ashish",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.164/",
    doi = "10.18653/v1/2025.emnlp-industry.164",
    pages = "2377--2386",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{kim-etal-2025-ixi,
    title = "ixi-{GEN}: Efficient Industrial s{LLM}s through Domain Adaptive Continual Pretraining",
    author = "Kim, Seonwu  and
      Na, Yohan  and
      Kim, Kihun  and
      Cho, Hanhee  and
      Lim, Geun  and
      Kim, Mintae  and
      Park, Seongik  and
      Kim, Ki Hyun  and
      Han, Youngsub  and
      Jeon, Byoung-Ki",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.165/",
    doi = "10.18653/v1/2025.emnlp-industry.165",
    pages = "2387--2404",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{dutta-etal-2025-graft,
    title = "{GRAFT}: A Graph-based Flow-aware Agentic Framework for Document-level Machine Translation",
    author = "Dutta, Himanshu  and
      Manchanda, Sunny  and
      Bapat, Prakhar  and
      Gurjar, Meva Ram  and
      Bhattacharyya, Pushpak",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.166/",
    doi = "10.18653/v1/2025.emnlp-industry.166",
    pages = "2405--2428",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{shukla-etal-2025-recon,
    title = "Recon, Answer, Verify: Agents in Search of Truth",
    author = "Shukla, Satyam  and
      Dutta, Himanshu  and
      Bhattacharyya, Pushpak",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.167/",
    doi = "10.18653/v1/2025.emnlp-industry.167",
    pages = "2429--2448",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{ethiraj-etal-2025-vec,
    title = "{T}-{VEC}: A Telecom-Specific Vectorization Model with Enhanced Semantic Understanding via Deep Triplet Loss Fine-Tuning",
    author = "Ethiraj, Vignesh  and
      D, Ashwath  and
      Menon, Sidhanth  and
      Vijay, Divya  and
      Kannan, Vidhyakshaya",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.168/",
    doi = "10.18653/v1/2025.emnlp-industry.168",
    pages = "2449--2460",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhu-etal-2025-plangpt-vl,
    title = "{P}lan{GPT}-{VL}: Enhancing Urban Planning with Domain-Specific Vision-Language Models",
    author = "Zhu, He  and
      Su, Junyou  and
      Chen, Minxin  and
      Wang, Wen  and
      Deng, Yijie  and
      Chen, Guanhua  and
      Zhang, Wenjia",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.169/",
    doi = "10.18653/v1/2025.emnlp-industry.169",
    pages = "2461--2483",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{feng-etal-2025-ipr,
    title = "{IPR}: Intelligent Prompt Routing with User-Controlled Quality-Cost Trade-offs",
    author = "Feng, Aosong  and
      Srinivasan, Balasubramaniam  and
      Zhou, Yun  and
      Xu, Zhichao  and
      Zhou, Kang  and
      Guan, Sheng  and
      Chen, Yueyan  and
      Wu, Xian  and
      Kulkarni, Ninad  and
      Zhang, Yi  and
      Shen, Zhengyuan  and
      Bespalov, Dmitriy  and
      Mishra, Soumya Smruti  and
      Teng, Yifei  and
      Wang, Darren Yow-Bang  and
      Ding, Haibo  and
      Cheong, Lin Lee",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.170/",
    doi = "10.18653/v1/2025.emnlp-industry.170",
    pages = "2484--2498",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{soiffer-etal-2025-semantic,
    title = "Semantic Agreement Enables Efficient Open-Ended {LLM} Cascades",
    author = "Soiffer, Duncan  and
      Kolawole, Steven  and
      Smith, Virginia",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.171/",
    doi = "10.18653/v1/2025.emnlp-industry.171",
    pages = "2499--2537",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{guo-etal-2025-lost,
    title = "Lost in Pronunciation: Detecting {C}hinese Offensive Language Disguised by Phonetic Cloaking Replacement",
    author = "Guo, Haotan  and
      He, Jianfei  and
      Ma, Jiayuan  and
      Na, Hongbin  and
      Wang, Zimu  and
      Zhang, Haiyang  and
      Chen, Qi  and
      Wang, Wei  and
      Shi, Zijing  and
      Shen, Tao  and
      Chen, Ling",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.172/",
    doi = "10.18653/v1/2025.emnlp-industry.172",
    pages = "2538--2550",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{lim-etal-2025-distilling,
    title = "Distilling Cross-Modal Knowledge into Domain-Specific Retrievers for Enhanced Industrial Document Understanding",
    author = "Lim, Jinhyeong  and
      Shin, Jeongwan  and
      Lee, Seeun  and
      Kim, Seongdeok  and
      Choi, Joungsu  and
      Kim, Jongbae  and
      Jung, Chun Hwan  and
      Kang, Youjin",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.173/",
    doi = "10.18653/v1/2025.emnlp-industry.173",
    pages = "2551--2563",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{melo-etal-2025-dont,
    title = "Don{'}t Forget the Base Retriever! A Low-Resource Graph-based Retriever for Multi-hop Question Answering",
    author = "Melo, Andr{\'e}  and
      Chen, Enting  and
      Vougiouklis, Pavlos  and
      Diao, Chenxin  and
      Piramanayagam, Shriram  and
      Lai, Ruofei  and
      Pan, Jeff Z.",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.174/",
    doi = "10.18653/v1/2025.emnlp-industry.174",
    pages = "2564--2572",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhang-etal-2025-beyond-dynamic,
    title = "Beyond Dynamic Quantization: An Efficient Static Hierarchical Mix-precision Framework for Near-Lossless {LLM} Compression",
    author = "Zhang, Yi  and
      Zhang, Kai  and
      Li, Zheyang  and
      Tan, Wenming  and
      Ren, Ye  and
      Hu, Jilin",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.175/",
    doi = "10.18653/v1/2025.emnlp-industry.175",
    pages = "2573--2587",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{kirtania-etal-2025-stackfeed,
    title = "{STACKFEED}: Structured Textual Actor-Critic Knowledge base editing with {FEED}back",
    author = "Kirtania, Shashank  and
      Gupta, Naman  and
      Gupta, Priyanshu  and
      Gulwani, Sumit  and
      Iyer, Arun  and
      Iyengar, Suresh Parthasarathy  and
      Radhakrishna, Arjun  and
      Rajamani, Sriram K.  and
      Soares, Gustavo",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.176/",
    doi = "10.18653/v1/2025.emnlp-industry.176",
    pages = "2588--2606",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{sawada-etal-2025-jacorptrack,
    title = "{J}a{C}orp{T}rack: Corporate History Event Extraction for Tracking Organizational Changes",
    author = "Sawada, Yuya  and
      Ouchi, Hiroki  and
      Yasui, Yuichiro  and
      Teranishi, Hiroki  and
      Matsumoto, Yuji  and
      Watanabe, Taro  and
      Ishii, Masayuki",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.177/",
    doi = "10.18653/v1/2025.emnlp-industry.177",
    pages = "2607--2623",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{min-etal-2025-ctr,
    title = "{CTR}-Guided Generative Query Suggestion in Conversational Search",
    author = "Min, Erxue  and
      Huang, Hsiu-Yuan  and
      Yang, Xihong  and
      Yang, Min  and
      Jia, Xin  and
      Wu, Yunfang  and
      Cai, Hengyi  and
      Wang, Junfeng  and
      Wang, Shuaiqiang  and
      Yin, Dawei",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.178/",
    doi = "10.18653/v1/2025.emnlp-industry.178",
    pages = "2624--2634",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{fadeev-etal-2025-latte,
    title = "{LATTE}: Learning Aligned Transactions and Textual Embeddings for Bank Clients",
    author = "Fadeev, Egor  and
      Mollaev, Dzhambulat  and
      Shestov, Aleksei  and
      Korolev, Dima  and
      Zoloev, Omar  and
      Kireev, Ivan A  and
      Savchenko, Andrey  and
      Makarenko, Maksim",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.179/",
    doi = "10.18653/v1/2025.emnlp-industry.179",
    pages = "2635--2647",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{zhao-etal-2025-redone,
    title = "{R}ed{O}ne: Revealing Domain-specific {LLM} Post-Training in Social Networking Services",
    author = "Zhao, Fei  and
      Lu, Chonggang  and
      Wangyue  and
      Xie, Zheyong  and
      Liu, Ziyan  and
      Qian, Haofu  and
      Huang, Jianzhao  and
      Shi, Fangcheng  and
      Meng, Zijie  and
      Guo, Hongcheng  and
      He, Mingqian  and
      Lyu, Xinze  and
      Ye, Zheyu  and
      Liu, Weiting  and
      Wang, Boyang  and
      Cao, Shaosheng",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.180/",
    doi = "10.18653/v1/2025.emnlp-industry.180",
    pages = "2648--2674",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{ge-etal-2025-high,
    title = "High-Quality Medical Dialogue Synthesis for Improving {EMR} Generation",
    author = "Ge, Chengze  and
      Xu, Yu  and
      Shao, Qi  and
      Liu, Shengping",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.181/",
    doi = "10.18653/v1/2025.emnlp-industry.181",
    pages = "2675--2687",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{yu-etal-2025-z1,
    title = "Z1: Efficient Test-time Scaling with Code",
    author = "Yu, Zhaojian  and
      Wu, Yinghao  and
      Zhao, Yilun  and
      Cohan, Arman  and
      Zhang, Xiao-Ping",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.182/",
    doi = "10.18653/v1/2025.emnlp-industry.182",
    pages = "2688--2712",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{akella-etal-2025-quality,
    title = "Quality Assessment of Tabular Data using Large Language Models and Code Generation",
    author = "Akella, Ashlesha  and
      Kaul, Akshar  and
      Narayanam, Krishnasuri  and
      Mehta, Sameep",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.183/",
    doi = "10.18653/v1/2025.emnlp-industry.183",
    pages = "2713--2748",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{shrimal-etal-2025-parse,
    title = "{PARSE}: {LLM} Driven Schema Optimization for Reliable Entity Extraction",
    author = "Shrimal, Anubhav  and
      Jain, Aryan  and
      Chowdhury, Soumyajit  and
      Yenigalla, Promod",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.184/",
    doi = "10.18653/v1/2025.emnlp-industry.184",
    pages = "2749--2763",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{wang-etal-2025-long,
    title = "From Long Videos to Engaging Clips: A Human-Inspired Video Editing Framework with Multimodal Narrative Understanding",
    author = "Wang, Xiangfeng  and
      Li, Xiao  and
      Wei, Yadong  and
      Songxueyu  and
      Song, Yang  and
      Xiaxiaoqiang  and
      Zeng, Fangrui  and
      Chen, Zaiyi  and
      Liuliu  and
      Xu, Gu  and
      Xu, Tong",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.185/",
    doi = "10.18653/v1/2025.emnlp-industry.185",
    pages = "2764--2781",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{peng-etal-2025-efficiency,
    title = "Efficiency-Effectiveness Reranking {FLOP}s for {LLM}-based Rerankers",
    author = "Peng, Zhiyuan  and
      Wei, Ting-Ruen  and
      Song, Tingyu  and
      Zhao, Yilun",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.186/",
    doi = "10.18653/v1/2025.emnlp-industry.186",
    pages = "2782--2791",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{beyranvand-etal-2025-gear,
    title = "{GEAR}: A Scalable and Interpretable Evaluation Framework for {RAG}-Based Car Assistant Systems",
    author = "Beyranvand, Niloufar  and
      Dastmalchi, Hamidreza  and
      An, Aijun  and
      Davoudi, Heidar  and
      Chan, Winston  and
      DiCarlantonio, Ron",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.187/",
    doi = "10.18653/v1/2025.emnlp-industry.187",
    pages = "2792--2810",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{seo-etal-2025-fq,
    title = "{FQ}-Eval: Building Evaluation Dataset for User-centered Follow-up Question Generation",
    author = "Seo, Sanghyun  and
      Kang, Bumsoo  and
      Lee, Dahm  and
      Kim, Jaeheon  and
      Shin, Joongbo  and
      Kim, Eui Soon  and
      Jeon, Kijeong",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.188/",
    doi = "10.18653/v1/2025.emnlp-industry.188",
    pages = "2811--2827",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{chawla-etal-2025-evaluating,
    title = "Evaluating {AI} for Finance: Is {AI} Credible at Assessing Investment Risk Appetite?",
    author = "Chawla, Divij  and
      Bhutada, Ashita  and
      Do, Duc Anh  and
      Raghunathan, Abhinav  and
      Sp, Vinod  and
      Guo, Cathy  and
      Liew, Dar Win  and
      Gupta, Prannaya  and
      Bhardwaj, Rishabh  and
      Bhardwaj, Rajat  and
      Poria, Soujanya",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.189/",
    doi = "10.18653/v1/2025.emnlp-industry.189",
    pages = "2828--2839",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{hossain-etal-2025-capstone,
    title = "{CAPSTONE}: Composable {A}ttribute{-}{P}rompted Scene Translation for {Z}ero{-}{S}hot Vision{--}Language Reasoning",
    author = "Hossain, Md. Ismail  and
      Ridoy, Shahriyar Zaman  and
      Farazi, Moshiur  and
      Mohammed, Nabeel  and
      Rahman, Shafin",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.190/",
    doi = "10.18653/v1/2025.emnlp-industry.190",
    pages = "2840--2851",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{cho-etal-2025-building,
    title = "Building Resource-Constrained Language Agents: A {K}orean Case Study on Chemical Toxicity Information",
    author = "Cho, Hojun  and
      Kim, Donghu  and
      Yang, Soyoung  and
      Lee, Chan  and
      Lee, Hunjoo  and
      Choo, Jaegul",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.191/",
    doi = "10.18653/v1/2025.emnlp-industry.191",
    pages = "2852--2880",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{azim-etal-2025-autodspy,
    title = "{A}uto{DSP}y: Automating Modular Prompt Design with Reinforcement Learning for Small and Large Language Models",
    author = "Azim, Nafew  and
      Alam, Abrar Ur  and
      Omar, Hasan Bin  and
      Jami, Abdullah Mohammad Muntasir Adnan  and
      Ahad, Jawad Ibn  and
      Kabir, Muhammad Rafsan  and
      Hossain, Md. Ismail  and
      Rahman, Fuad  and
      Amin, Mohammad Ruhul  and
      Rahman, Shafin  and
      Mohammed, Nabeel",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.192/",
    doi = "10.18653/v1/2025.emnlp-industry.192",
    pages = "2881--2896",
    ISBN = "979-8-89176-333-3"
}
@inproceedings{fatima-2025-proactive,
    title = "A Proactive Reliability Metric for Detecting Failures in Language Model Training",
    author = "Fatima, Maryam",
    editor = "Potdar, Saloni  and
      Rojas-Barahona, Lina  and
      Montella, Sebastien",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track",
    month = nov,
    year = "2025",
    address = "Suzhou (China)",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.emnlp-industry.193/",
    pages = "2897--2913",
    ISBN = "979-8-89176-333-3"
}