Proceedings of The 5th New Frontiers in Summarization Workshop

Proceedings of The 5th New Frontiers in Summarization Workshop Yue Dong editor Wen Xiao editor Haopeng Zhang editor Rui Zhang editor Ori Ernst editor Lu Wang editor Fei Liu editor 2025-11 Association for Computational Linguistics Hybrid text conference publication 979-8-89176-337-1 newsum-ws-2025-main 10.18653/v1/2025.newsum-main.0 https://aclanthology.org/2025.newsum-main.0/ LLM-as-a-Judge Failures at Automating the Identification of Poor Quality Outputs in Free-Form Texts Zongxia Li author Xiyang Wu author Ishani Mondal author Alexa Siu author Jordan Lee Boyd-Graber author Ani Nenkova author 2025-11 text Proceedings of The 5th New Frontiers in Summarization Workshop Yue Dong editor Wen Xiao editor Haopeng Zhang editor Rui Zhang editor Ori Ernst editor Lu Wang editor Fei Liu editor Association for Computational Linguistics Hybrid conference publication 979-8-89176-337-1 li-etal-2025-llm-judge 10.18653/v1/2025.newsum-main.1 https://aclanthology.org/2025.newsum-main.1/ 2025-11 1 16 Hierarchical Attention Adapter for Abstractive Dialogue Summarization Raymond Li author Chuyuan Li author Gabriel Murray author Giuseppe Carenini author 2025-11 text Proceedings of The 5th New Frontiers in Summarization Workshop Yue Dong editor Wen Xiao editor Haopeng Zhang editor Rui Zhang editor Ori Ernst editor Lu Wang editor Fei Liu editor Association for Computational Linguistics Hybrid conference publication 979-8-89176-337-1 li-etal-2025-hierarchical-attention 10.18653/v1/2025.newsum-main.2 https://aclanthology.org/2025.newsum-main.2/ 2025-11 17 30 CS-Sum: A Benchmark for Code-Switching Dialogue Summarization and the Limits of Large Language Models Sathya Krishnan Suresh author Tanmay Surana author Lim Zhi Hao author Eng Siong Chng author 2025-11 text Proceedings of The 5th New Frontiers in Summarization Workshop Yue Dong editor Wen Xiao editor Haopeng Zhang editor Rui Zhang editor Ori Ernst editor Lu Wang editor Fei Liu editor Association for Computational Linguistics Hybrid conference publication 979-8-89176-337-1 suresh-etal-2025-cs 10.18653/v1/2025.newsum-main.3 https://aclanthology.org/2025.newsum-main.3/ 2025-11 31 47 Beyond Paraphrasing: Analyzing Summarization Abstractiveness and Reasoning Nathan Zeweniuk author Ori Ernst author Jackie CK Cheung author 2025-11 text Proceedings of The 5th New Frontiers in Summarization Workshop Yue Dong editor Wen Xiao editor Haopeng Zhang editor Rui Zhang editor Ori Ernst editor Lu Wang editor Fei Liu editor Association for Computational Linguistics Hybrid conference publication 979-8-89176-337-1 zeweniuk-etal-2025-beyond 10.18653/v1/2025.newsum-main.4 https://aclanthology.org/2025.newsum-main.4/ 2025-11 48 58 Improving Aspect-Based Summarization via Contrastive Learning with Anchored Negative Examples Elizabeth Palmieri author Yangfeng Ji author 2025-11 text Proceedings of The 5th New Frontiers in Summarization Workshop Yue Dong editor Wen Xiao editor Haopeng Zhang editor Rui Zhang editor Ori Ernst editor Lu Wang editor Fei Liu editor Association for Computational Linguistics Hybrid conference publication 979-8-89176-337-1 palmieri-ji-2025-improving 10.18653/v1/2025.newsum-main.5 https://aclanthology.org/2025.newsum-main.5/ 2025-11 59 73 REFER: Mitigating Bias in Opinion Summarisation via Frequency Framed Prompting Nannan Huang author Haytham M Fayek author Xiuzhen Zhang author 2025-11 text Proceedings of The 5th New Frontiers in Summarization Workshop Yue Dong editor Wen Xiao editor Haopeng Zhang editor Rui Zhang editor Ori Ernst editor Lu Wang editor Fei Liu editor Association for Computational Linguistics Hybrid conference publication 979-8-89176-337-1 huang-etal-2025-refer 10.18653/v1/2025.newsum-main.6 https://aclanthology.org/2025.newsum-main.6/ 2025-11 74 93 DACP: Domain-Adaptive Continual Pre-Training of Large Language Models for Phone Conversation Summarization Xue-Yong Fu author Elena Khasanova author Md Tahmid Rahman Laskar author Harsh Saini author Shashi Bhushan Tn author 2025-11 text Proceedings of The 5th New Frontiers in Summarization Workshop Yue Dong editor Wen Xiao editor Haopeng Zhang editor Rui Zhang editor Ori Ernst editor Lu Wang editor Fei Liu editor Association for Computational Linguistics Hybrid conference publication 979-8-89176-337-1 fu-etal-2025-dacp 10.18653/v1/2025.newsum-main.7 https://aclanthology.org/2025.newsum-main.7/ 2025-11 94 101 From Keyterms to Context: Exploring Topic Description Generation in Scientific Corpora Pierre Achkar author Satiyabooshan Murugaboopathy author Anne Kreuter author Tim Gollub author Martin Potthast author Yuri Campbell author 2025-11 text Proceedings of The 5th New Frontiers in Summarization Workshop Yue Dong editor Wen Xiao editor Haopeng Zhang editor Rui Zhang editor Ori Ernst editor Lu Wang editor Fei Liu editor Association for Computational Linguistics Hybrid conference publication 979-8-89176-337-1 achkar-etal-2025-keyterms 10.18653/v1/2025.newsum-main.8 https://aclanthology.org/2025.newsum-main.8/ 2025-11 102 122 HalluTree: Explainable Multi-Hop Hallucination Detection for Abstractive Summarization Daniel Orshansky author Oskar Oomen author Naaisha Agarwal author Ryan Lagasse author 2025-11 text Proceedings of The 5th New Frontiers in Summarization Workshop Yue Dong editor Wen Xiao editor Haopeng Zhang editor Rui Zhang editor Ori Ernst editor Lu Wang editor Fei Liu editor Association for Computational Linguistics Hybrid conference publication 979-8-89176-337-1 orshansky-etal-2025-hallutree 10.18653/v1/2025.newsum-main.9 https://aclanthology.org/2025.newsum-main.9/ 2025-11 123 134 Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing Juntai Cao author Xiang Zhang author Raymond Li author Jiaqi Wei author Chuyuan Li author Shafiq Joty author Giuseppe Carenini author 2025-11 text Proceedings of The 5th New Frontiers in Summarization Workshop Yue Dong editor Wen Xiao editor Haopeng Zhang editor Rui Zhang editor Ori Ernst editor Lu Wang editor Fei Liu editor Association for Computational Linguistics Hybrid conference publication 979-8-89176-337-1 cao-etal-2025-multi2 10.18653/v1/2025.newsum-main.10 https://aclanthology.org/2025.newsum-main.10/ 2025-11 135 156 Bridging Multimodal and Video Summarization: A Unified Survey Haopeng Zhang author 2025-11 text Proceedings of The 5th New Frontiers in Summarization Workshop Yue Dong editor Wen Xiao editor Haopeng Zhang editor Rui Zhang editor Ori Ernst editor Lu Wang editor Fei Liu editor Association for Computational Linguistics Hybrid conference publication 979-8-89176-337-1 zhang-2025-bridging 10.18653/v1/2025.newsum-main.11 https://aclanthology.org/2025.newsum-main.11/ 2025-11 157 171 AdvSumm: Adversarial Training for Bias Mitigation in Text Summarization Mukur Gupta author Nikhil Reddy Varimalla author Nicholas Deas author Melanie Subbiah author Kathleen McKeown author 2025-11 text Proceedings of The 5th New Frontiers in Summarization Workshop Yue Dong editor Wen Xiao editor Haopeng Zhang editor Rui Zhang editor Ori Ernst editor Lu Wang editor Fei Liu editor Association for Computational Linguistics Hybrid conference publication 979-8-89176-337-1 gupta-etal-2025-advsumm 10.18653/v1/2025.newsum-main.12 https://aclanthology.org/2025.newsum-main.12/ 2025-11 172 182 NSF-SciFy: Mining the NSF Awards Database for Scientific Claims Delip Rao author Weiqiu You author Eric Wong author Chris Callison-Burch author 2025-11 text Proceedings of The 5th New Frontiers in Summarization Workshop Yue Dong editor Wen Xiao editor Haopeng Zhang editor Rui Zhang editor Ori Ernst editor Lu Wang editor Fei Liu editor Association for Computational Linguistics Hybrid conference publication 979-8-89176-337-1 rao-etal-2025-nsf 10.18653/v1/2025.newsum-main.13 https://aclanthology.org/2025.newsum-main.13/ 2025-11 183 198 QA-prompting: Improving Summarization with Large Language Models using Question-Answering Neelabh Sinha author 2025-11 text Proceedings of The 5th New Frontiers in Summarization Workshop Yue Dong editor Wen Xiao editor Haopeng Zhang editor Rui Zhang editor Ori Ernst editor Lu Wang editor Fei Liu editor Association for Computational Linguistics Hybrid conference publication 979-8-89176-337-1 sinha-2025-qa 10.18653/v1/2025.newsum-main.14 https://aclanthology.org/2025.newsum-main.14/ 2025-11 199 212