@proceedings{finnlp-2026-1,
    title = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.0/",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{chahed-2026-definitional,
    title = "Definitional or Computational? Decomposing {LLM} Numeric Fidelity in Financial-Statement Analysis with an {XBRL} Cascade Oracle",
    author = "Chahed, Oussama",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.1/",
    pages = "1--9",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{dos-santos-2026-scripted,
    title = "Scripted Hesitation in a Financial Customer-Service Chatbot: A {B}razilian {P}ortuguese Case Study",
    author = "dos Santos, Valeria Vieira",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.2/",
    pages = "10--14",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{qiu-etal-2026-finlcr,
    title = "{F}in{LCR}: Scaling Financial Long-Context Reasoning via Curriculum Reinforcement Learning",
    author = "Qiu, Wenjie  and
      Xie, Yong  and
      Aggarwal, Karan  and
      Ahmad, Aitzaz  and
      Lau, Stephen",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.3/",
    pages = "15--25",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{ulesov-etal-2026-llms,
    title = "Can {LLM}s Catch a Rigged Backtest? A Clean-Control Calibration Benchmark",
    author = "Ulesov, Makar  and
      Smirnov, Vladislav  and
      Ibrahim, Omar  and
      Bobovnikov, Arsenii",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.4/",
    pages = "26--30",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{zou-etal-2026-finevo,
    title = "{F}in{E}vo: Financial Language Agents Shape the Markets That Evaluate Them",
    author = "Zou, Mingxi  and
      Chen, Jiaxiang  and
      Liang, Langzhang  and
      Wang, Zhuo  and
      Luo, Aotian  and
      Zhang, Chi  and
      Sun, Danny Dongning  and
      Xu, Zenglin",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.5/",
    pages = "31--52",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{kundu-etal-2026-trust,
    title = "{TRUST}-{BENCH}: A Synthetic {J}apanese Financial-Group Benchmark for Enterprise Document Access in Coding Agents",
    author = "Kundu, Shamik  and
      Mekala, Anand  and
      Yamasaki, Kazutaka",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.6/",
    pages = "53--64",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{he-2026-one,
    title = "One Advisor, Many Faces: How User Personas Shape {LLM} Stock Recommendations",
    author = "He, Yuxian",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.7/",
    pages = "65--74",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{kumar-etal-2026-diagnosing,
    title = "Diagnosing Fine-Grained Inconsistency Classification in Financial Disclosure Text",
    author = "Kumar, Aman  and
      Vidyaratne, Lasitha  and
      Ghosh, Dipanjan Dipak  and
      Chakrabarti, Arnab  and
      Farahat, Ahmed K.",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.8/",
    pages = "75--90",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{cutura-2026-trust,
    title = "Trust the Query, Not the Answer: Auditable Text-to-{SPARQL} over the {GLEIF} Register",
    author = "Cutura, Jannic Alexander",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.9/",
    pages = "91--97",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{toles-etal-2026-mortarbench,
    title = "{M}ortar{B}ench: Evaluating Mortgage Loan Origination Agents",
    author = "Toles, Matthew  and
      Lu, Yunan  and
      Munjal, Manav  and
      Liu, Bojun  and
      Deng, Yuanhao  and
      Selig, Stephanie  and
      Rindner, Derek  and
      Li, Cheng  and
      Yu, Zhou",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.10/",
    pages = "98--109",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{tian-etal-2026-carpas,
    title = "{CARPAS}: Towards Content-Aware Refinement of Provided Aspects for Summarization in Large Language Models",
    author = "Tian, Yong-En  and
      Tang, Yu-Chien  and
      Yen, An-Zi  and
      Peng, Wen-Chih",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.11/",
    pages = "110--124",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{alam-2026-window,
    title = "What the Window Does Not Contain: Auditing Provenance in a Document-Grounded Instability Benchmark",
    author = "Alam, Seyed Mosayeb",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.12/",
    pages = "125--141",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{emtiaj-iqbal-2026-auditing,
    title = "Auditing Bank Statement {PDF}s: A Multi-Tier Parser and Design Choices for the {NL}-to-{SQL} Query Layer Above It",
    author = "Emtiaj, Anamul Hoque  and
      Iqbal, Anindya",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.13/",
    pages = "142--152",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{swami-pandey-2026-spendsight,
    title = "{S}pend{S}ight: Privacy-Preserving Personal Finance {Q}{\&}{A} with Sub-2{B} {LLM}s",
    author = "Swami, Sajag  and
      Pandey, Yash",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.14/",
    pages = "153--179",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{de-raedt-etal-2026-coral,
    title = "{CORAL}: Closed-loop Oracle Alignment for Agentic Tax Engine Modernization",
    author = "De Raedt, Maarten  and
      Abdullah, Ahmed  and
      Agrawal, Abhinav",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.15/",
    pages = "180--192",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{thokal-2026-deterministic,
    title = "What Deterministic Verification Actually Fixes in Financial {QA}: A Diagnostic Analysis of Rule Heterogeneity Across Datasets",
    author = "Thokal, Aaditya Anand",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.16/",
    pages = "193--200",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{ceccherini-etal-2026-small,
    title = "Where A Small Language Model Helps in Invoice Categorisation, Understood Through Embedding Geometry",
    author = "Ceccherini, Emma  and
      Lawson, Daniel John  and
      Salhan, Anjulika",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.17/",
    pages = "201--223",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{won-lee-2026-findra,
    title = "{F}in{DRA}: Multi-Agent Financial Reasoning under Asymmetric Information and Unequal Authority",
    author = "Won, Inyoung  and
      Lee, Yunyoung",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.18/",
    pages = "224--236",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{wang-etal-2026-fred,
    title = "{FRED}-{S}em{B}ench: Evaluating Semantic Reliability in {LLM} Access to Macroeconomic Data",
    author = "Wang, Wilson  and
      Han, Chandler  and
      Zhang, Peter",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.19/",
    pages = "237--242",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{agarwal-2026-bankshield,
    title = "{B}ank{S}hield: Fairness-Aware Safety Guardrails for {I}ndian-Language Banking {AI}",
    author = "Agarwal, Piyush",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.21/",
    pages = "243--262",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{liebeskind-etal-2026-nlp,
    title = "{NLP} for Crowdfunding Success Prediction: A Systematic Mapping Review Exposes an Underexplored Equity Domain",
    author = "Liebeskind, Chaya  and
      Tzur, Hana  and
      Liebeskind, Shmuel",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.22/",
    pages = "263--273",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{sachdeva-dasgupta-2026-words,
    title = "When Words Move Markets: Sentiment and Semantic Complexity in Central Bank Communication and Equity Volatility",
    author = "Sachdeva, Arush  and
      Dasgupta, Anirban",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.23/",
    pages = "274--312",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{zenginoglu-etal-2026-financials,
    title = "Same Financials, Different Identity: A Counterfactual Audit of Demographic Sensitivity in {LLM}-Based Credit-Risk Scoring",
    author = "Zengino{\u{g}}lu, Mustafa Furkan  and
      Kara, Zeynep Beyda  and
      Durkaya, Hasan Fatih  and
      Haklidir, Mehmet  and
      {\c{C}}akar, Tuna",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.25/",
    pages = "313--331",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{liu-etal-2026-cast,
    title = "{CAST}: An Interpretable Evidence-Based Confidence Estimation Tool for {RAG} with Human-in-the-Loop Verification",
    author = "Liu, Xutong  and
      Beumer, Morris Groot  and
      Osterrieder, Joerg Robert  and
      Baak, Max",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.26/",
    pages = "332--341",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{ben-shoham-etal-2026-grpo,
    title = "{GRPO} for Financial Advice Generation: Outperforming Commercial {LLM}s under {CATE} Evaluation",
    author = "Ben Shoham, Ofir  and
      Harsola, Shrutendra  and
      Subrahmaniam, Vignesh  and
      Mohan, Shravan  and
      Gazman, Yakov  and
      Vainas, Oded",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.27/",
    pages = "342--350",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{aluguvelly-2026-latentdemandbench,
    title = "{L}atent{D}emand{B}ench: A Contamination-Resistant Diagnostic for Pre-Recognition Product{--}Need Ranking in Synthetic Economies",
    author = "Aluguvelly, Avinash Goutham",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.29/",
    pages = "351--372",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{aluguvelly-2026-ensemble,
    title = "What Ensemble Brier Scores Hide: Evidence Routing at a Fixed Article-Exposure Budget in {LLM} Prediction-Market Forecasting",
    author = "Aluguvelly, Avinash Goutham",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.30/",
    pages = "373--382",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{comas-2026-continuous,
    title = "Continuous Financial Knowledge Graph Construction with Citation-Grounded Agentic Question Answering",
    author = "Comas, Arnau Rodon",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.31/",
    pages = "383--393",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{park-etal-2026-relevant,
    title = "Relevant Is Not Enough: Expert-Audited Decision-Grade Web Evidence for Financial Fact Verification",
    author = "Park, Hyunkyung  and
      Kim, Eui Hyun  and
      Choi, Wooah  and
      Zubiaga, Arkaitz",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.32/",
    pages = "394--402",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{atreya-etal-2026-helping,
    title = "Helping Customers in Distress: An {LLM}-powered Agent that Converses, Probes, and Routes",
    author = "Atreya, Alankar  and
      Wagner, Stefan Sylvius  and
      Batra, Devesh  and
      Hankache, Robert  and
      Iglesias Jr, Cristov{\~a}o  and
      Sinclair, Patrick  and
      Pelosio, Giulio  and
      McMillan, Michael  and
      Cowan, Greig A  and
      Khraishi, Raad",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.33/",
    pages = "403--407",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{tyagi-etal-2026-beyond,
    title = "Beyond Compressibility: Transferable Low-Dimensional Structure and the Limits of Compression in Financial Retrieval",
    author = "Tyagi, Oddharak  and
      Ramakrishna, Shashishekar  and
      Harsha, Chetan  and
      Dasaratha, Sridhar",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.34/",
    pages = "408--423",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{li-poliak-2026-meaning,
    title = "Same Meaning, Different Wording: Evaluating Paraphrase Robustness in Financial Natural Language Inference",
    author = "Li, Yike  and
      Poliak, Adam",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.35/",
    pages = "424--433",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{cho-etal-2026-regression,
    title = "Regression-Aware Statistically Gated Policy Updating for {K}orean Financial {LLM} Input Guardrails",
    author = "Cho, Eunjung  and
      Park, Dae-Young  and
      Kim, Minwoo",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.36/",
    pages = "434--440",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{rook-etal-2026-characterizing,
    title = "Characterizing Ambiguity in Financial Document Question Answering",
    author = "Rook, Kelsey  and
      Arrington, Clare  and
      Strzalkowski, Tomek  and
      Bunescu, Razvan",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.37/",
    pages = "441--453",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{lian-etal-2026-llm,
    title = "How {LLM} Financial Agents Respond to Stated Affect Depends on Their Assigned Role",
    author = "Lian, Da Chen  and
      Chang, Yu-Lin  and
      Huang, Yen-Hsi  and
      Hsieh, Shu-Kai",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.38/",
    pages = "454--468",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{xie-etal-2026-preliminary,
    title = "Preliminary Study on {LLM}-as-a-Judge Evaluation of Causal Mechanism Explanations in Financial News and its Bias Analysis",
    author = "Xie, Yucheng  and
      Kosai, Yurina  and
      Tsuchida, Rikuto  and
      Utsuro, Takehito",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.39/",
    pages = "469--485",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{coumarane-2026-valid,
    title = "Valid but Wrong: Domain Invariants and a Cross-Model Plan-Validity Benchmark for Household-Finance {LLM}s",
    author = "Coumarane, Vignesh",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.40/",
    pages = "486--490",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{faria-etal-2026-clair,
    title = "{CLAIR}-Fin: An Adversarial Multi-Agent Framework for Claim-Level Verification and Adaptive Debate in Cross-Modal Financial {QA}",
    author = "Faria, Fatema Tuj Johora  and
      Moin, Mukaffi Bin  and
      Al Mahmud, Jubayer  and
      Mridha, M. F.  and
      Hossain, Md. Alam",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.41/",
    pages = "491--517",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{rapolu-2026-fever,
    title = "When {FEVER} Meets Finance: A Controlled Benchmark Reveals Overlap-Driven Financial Claim Verification",
    author = "Rapolu, Suprabhat",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.42/",
    pages = "518--523",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{d-agostino-chen-2026-perceived,
    title = "Perceived Professionalism in Financial Inquiry: An Interpretable and Empirically Grounded Linguistic Modeling of Textual Preference",
    author = "D{'}Agostino, Giulia  and
      Chen, Chung-Chi",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.43/",
    pages = "524--548",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{li-wang-2026-selective,
    title = "Selective Compliance in Financial Rule Reasoning: A Solver-Verified {C}hinese Benchmark and Empirical Analysis",
    author = "Li, Peng  and
      Wang, Yinchun",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.44/",
    pages = "549--565",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{heo-etal-2026-hidden,
    title = "Hidden Below the Landing Page: Tracking Linked Pages and Relation-Centered {DOM} Summaries for Financial Phishing Detection",
    author = "Heo, Hyeji  and
      Park, Dae-Young  and
      Kim, Minwoo",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.45/",
    pages = "566--573",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{chen-etal-2026-prediction,
    title = "Prediction-Market Seed Capital Recovery from Noise-Dominant Flow",
    author = "Chen, Yankai  and
      He, Bowei  and
      Xie, Zhuohan  and
      Liu, Zhiwei  and
      Zhang, Fan  and
      Peng, Xueqing  and
      Wang, Yan  and
      Qian, Lingfei  and
      Liu, Xue",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.47/",
    pages = "574--589",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{shu-etal-2026-dexposure,
    title = "{D}e{X}posure-Claw: An Agent System for {D}e{F}i Risk Supervision",
    author = "Shu, Aijie  and
      Chen, Bowei  and
      Wu, Wenbin  and
      Chen, Cathy Yi Hsuan  and
      He, Fengxiang",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.49/",
    pages = "590--600",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{yao-etal-2026-delistbench,
    title = "{D}elist{B}ench: Evaluating Search-Enabled {LLM}s for Auditable Corporate-Event Database Completion",
    author = "Yao, Xuan  and
      Li, Shuping  and
      Dai, Yang  and
      Zhou, Yi  and
      Huang, Ke-Wei",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.50/",
    pages = "601--610",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{hyk-2026-dealtrace,
    title = "{D}eal{T}race: Localizing and Intervening on Failures in Agentic Financial Reasoning",
    author = "Hyk, Alina",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.52/",
    pages = "611--631",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{gupta-etal-2026-topic,
    title = "Topic-Aware Environmental Claim Extraction from Corporate News",
    author = "Gupta, Tanay Kumar  and
      Aggarwal, Vaishali  and
      Verma, Ishan",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.53/",
    pages = "632--649",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{tomar-nangia-2026-tools,
    title = "Do Tools Matter, or Just Their Descriptions?",
    author = "Tomar, Ananya  and
      Nangia, Ayush",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.54/",
    pages = "650--666",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{aravinthakshan-etal-2026-human,
    title = "Human Agreement and Return Association Are Not Interchangeable Criteria",
    author = "Aravinthakshan, A S  and
      Srivastava, Laven  and
      Nandwani, Harsh",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.55/",
    pages = "667--680",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{lensky-2026-bags,
    title = "Bags of Words, Bags of Analysts: Two Event Spaces for Industry Classification",
    author = "Lensky, Artem",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.57/",
    pages = "681--686",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{lee-park-2026-market,
    title = "Market Signal Injection: Adversarial Context Manipulation of {LLM} Pricing Agents",
    author = "Lee, Dohun  and
      Park, Hyunwoo",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.59/",
    pages = "687--716",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{mao-etal-2026-evoquant,
    title = "{EVOQUANT}: Self-Evolving Verifier-Guided Strategy Optimization for Robust Quantitative Trading",
    author = "Mao, Jie  and
      Li, Changlun  and
      Li, Xiang  and
      Duan, Qiqi  and
      Yuan, Jinhui  and
      Liu, Xiang  and
      Luo, Yuyu  and
      Tang, Jing  and
      Tang, Nan",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.60/",
    pages = "717--729",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{cao-etal-2026-fineval,
    title = "{F}in{E}val Challenge @ {EMNLP} 2026 - {F}in{NLP} Workshop: Multilingual Financial Language Understanding",
    author = "Cao, Yupeng  and
      Li, Haohang  and
      Jiang, Yuechen  and
      He, Yueru  and
      Wang, Yuyan  and
      Xiang, Ruoyu  and
      Yu, Yangyang",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.62/",
    pages = "730--739",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{odeajo-2026-pio,
    title = "{PIO} at the {F}in{E}val 2026: An {O}pen{R}outer {API} Pipeline for Multilingual Financial Understanding",
    author = "Odeajo, Israel Olanrewaju",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.63/",
    pages = "740--744",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{kapoor-etal-2026-maddies,
    title = "Maddies {NLP} at the {F}in{E}val 2026: Proposition-Aware Tagged Reasoning for {J}apanese Implicit Communication Recognition",
    author = "Kapoor, Madhav  and
      Channa, Aditya  and
      Singh, Jastej",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.64/",
    pages = "745--749",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{marti-alnuaimi-2026-adml,
    title = "{ADML} at the {F}in{E}val 2026: Version-Aware Retrieval and Grounded Sparse Editing for Multilingual Financial {QA}",
    author = "Marti, Gautier  and
      AlNuaimi, Khaled",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.65/",
    pages = "750--754",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{atiq-butt-2026-ahsanblah,
    title = "{A}hsan{BLAH} at the {F}in{E}val 2026: Grounded Two-Stage Financial {QA} with {LLM}-Judge Verification",
    author = "Atiq, Muhammad Ahsan  and
      Butt, Mohib Ahmad",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.66/",
    pages = "755--761",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{nasser-mohamed-2026-finaira,
    title = "Finaira at the {F}in{E}val 2026: Dense Retrieval and Validated Prompt Engineering for Cross-Lingual Financial Question Answering",
    author = "Nasser, Yara Mohamed  and
      Mohamed, Ashraf",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.67/",
    pages = "762--769",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{kundu-2026-shamikkundu,
    title = "shamikkundu at the {F}in{E}val 2026: Zero-Parameter Confidence Elicitation for {J}apanese Implicit Communication Recognition",
    author = "Kundu, Shamik",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.68/",
    pages = "770--777",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{razvan-2026-mircea,
    title = "Mircea Andrei Razvan at the {F}in{E}val 2026: A Unified Prompting Approach for Multilingual Financial {Q}{\&}{A}",
    author = "Razvan, Mircea Andrei",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.69/",
    pages = "778--782",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{morita-2026-daikoku,
    title = "Daikoku at the {F}in{E}val 2026: Multi-Stage Labelling with Forced-Choice Adjudication",
    author = "Morita, Kyosuke",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.70/",
    pages = "783--792",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{prasanna-etal-2026-langkg,
    title = "{L}ang{KG} at the {F}in{E}val 2026: Answer-Contract Knowledge over Instruction Engineering",
    author = "Prasanna, Shivika  and
      Lee, Jaeseong  and
      Su, Hui  and
      Xu, Yourong",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.71/",
    pages = "793--799",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{dakle-etal-2026-jetsons,
    title = "Jetsons at the {F}in{E}val 2026: Minimal-Pair Augmentation and Label-Routed Ensembling for {G}reek and {J}apanese Financial {NLP}",
    author = "Dakle, Parag Pravin  and
      Rallabandi, Sai Krishna  and
      Raghavan, Preethi",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.72/",
    pages = "800--810",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{rashid-etal-2026-fin,
    title = "{F}in{\_}{A}gent at {F}in{E}val 2026: Task-Aware Methods for Multilingual Financial {NLP}",
    author = "Rashid, Mohotarema  and
      Hossain, Tanzina  and
      Song, Xiaoying  and
      Hong, Lingzi",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.73/",
    pages = "811--821",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{xu-cao-2026-token,
    title = "Token Crit at the {F}in{E}val 2026: Role-Specialized, Validation-Gated {LLM} Workflows for {JF}-{ICR} and Multilingual Financial {Q}{\&}{A}",
    author = "Xu, Anke  and
      Cao, Wenbo",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.74/",
    pages = "822--828",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{mohamed-ajlan-2026-al-qahera,
    title = "Al-Qahera at the {F}in{E}val 2026: {GEPA} Prompt Evolution for {G}reek Financial {NER} and {J}apanese Implicit Communication Recognition",
    author = "Mohamed, Mohamed  and
      Ajlan, Hazem",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.75/",
    pages = "829--834",
    ISBN = "979-8-89176-466-8"
}
@inproceedings{li-wang-2026-hx,
    title = "{HX}-Fin at {F}in{E}val 2026: Precision-Anchored Answer Refinement and Multi-Model Evidence Selection for Multilingual Financial Question Answering",
    author = "Li, Peng  and
      Wang, Yinchun",
    editor = "Huang, Jimin  and
      Lee, Yongjae  and
      Ananiadou, Sophia  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya  and
      Chen, Chung-Chi",
    booktitle = "Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.finnlp-1.76/",
    pages = "835--840",
    ISBN = "979-8-89176-466-8"
}