Proceedings of the 11th Workshop on Financial Technology and Natural Language Processing

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