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Proceedings of The 10th Workshop on Financial Technology and Natural Language Processing
Chung-Chi Chen | Genta Indra Winata | Stephen Rawls | Anirban Das | Hsin-Hsi Chen | Hiroya Takamura

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LLM as a Guide: an Approach for Unsupervised Economic Relation Discovery in Administrative Documents
Thomas Sebbag | Solen Quiniou | Emmanuel Morin

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Zero-Shot Extraction of Stock Relationship Graphs with LLMs
Hao Zhou | Luis Felipe Costa Sperb | Tiejun Ma

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Enhancing Financial RAG with Agentic AI and Multi-HyDE: A Novel Approach to Knowledge Retrieval and Hallucination Reduction
Ryan George | Akshay Govind Srinivasan | Jayden Koshy Joe | Harshith M R | Vijayavallabh J | Hrushikesh Kant | Rahul Vimalkanth | Sachin S | Sudharshan Suresh

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StockGenChaR: A Study on the Evaluation of Large Vision-Language Models on Stock Chart Captioning
Le Qiu | Emmanuele Chersoni

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FinEval-KR: A Financial Domain Evaluation Framework for Large Language Models’ Knowledge and Reasoning
Shaoyu Dou | Yutian Shen | Mofan Chen | Zixuan Wang | Jiajie Xu | Qi Guo | Kailai Shao | Chao Chen | Haixiang Hu | Haibo Shi | Min Min | Liwen Zhang

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Towards Efficient FinBERT via Quantization and Coreset for Financial Sentiment Analysis
Avinash Kumar Sharma | Aisha Hamad Hassan | Tushar Shinde

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LAVA: Logic-Aware Validation and Augmentation Framework for Large-Scale Financial Document Auditing
Ruoqi Shu | Xuhui Wang | Isaac Wang | Yanming Mai | Bo Wan

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FinCoT: Grounding Chain-of-Thought in Expert Financial Reasoning
Natapong Nitarach | Warit Sirichotedumrong | Panop Pitchayarthorn | Pittawat Taveekitworachai | Potsawee Manakul | Kunat Pipatanakul

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Assessing RAG System Capabilities on Financial Documents
Oscar Lithgow-Serrano | David Kletz | Vani Kanjirangat | David Adametz | Marzio Lunghi | Claudio Bonesana | Matilde Tristany-Farinha | Yuntao Li | Detlef Repplinger | Marco Pierbattista | Stefania Stan | Oleg Szehr

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Do Companies Reveal Their Own Fraud? - A Novel Data Set for Fraud Detection Based on 10-K Reports
Moustafa Amin | Matthias A

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Synthesizing Behaviorally-Grounded Reasoning Chains: A Data-Generation Framework for Personal Finance LLMs
Akhil Theerthala

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Detecting Evasive Answers in Financial Q&A: A Psychological Discourse Taxonomy and Lightweight Baselines
Khaled Al Nuaimi | Gautier Marti | Alexis Marchal | Andreas Henschel

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Enhancing Post Earnings Announcement Drift Measurement with Large Language Models
Samuel Hadlock | Jesse Roberts | Joohun Lee

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Natural Language Inference as a Judge: Detecting Factuality and Causality Issues in Language Model Self-Reasoning for Financial Analysis
Yilin Wu | Han Yuan | Li Zhang | Zheng Ma

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SEC-QA: A Systematic Evaluation Corpus for Financial QA
Viet Lai | Michael Krumdick | Charles Lovering | Varshini Reddy | Craig Schmidt | Chris Tanner

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A Self-Improving Method for Generating Descriptions of Financial Data Quality Grading Using LLMs
Yang Zhao | Yohei Ikawa | Bishwaranjan Bhattacharjee

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Earnings2Insights: Analyst Report Generation for Investment Guidance
Takehiro Takayanagi | Tomas Goldsack | Kiyoshi Izumi | Chenghua Lin | Hiroya Takamura | Chung-Chi Chen

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Beyond Summaries: Multi-Agent Generation of Investment Reports with Text, Tables, and Charts
Weijie Yang | Junbo Peng | Weijie Yang

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From Earnings Calls to Investment Reports: Evaluating Role-based Multi-Agent LLM Systems
Ranjan Satapathy | Raphael Liew | Joyjit Chattorj | Erik Cambria | Rick Goh

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FinDebate: Multi-Agent Collaborative Intelligence for Financial Analysis
Tianshi Cai | Guanxu Li | Nijia Han | Ce Huang | Zimu Wang | Changyu Zeng | Yuqi Wang | Jingshi Zhou | Haiyang Zhang | Qi Chen | Yushan Pan | Shuihua Wang | Wei Wang

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Structured Adversarial Synthesis: A Multi-Agent Framework for Generating Persuasive Financial Analysis from Earnings Call Transcripts
Saisab Sadhu | Biswajit Patra | Tannay Basu

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Meta Prompting for Analyst Report Generation: Turning Earnings Calls into Investment Guidance
Pulkit Chatwal | Mann Bajpai | Priyanshu Deswal | Harish Pratap Singh | Santosh Kumar Mishra

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LangKG at the FinNLP 2025 - Earnings2Insights: Task-Adaptive LLMs To Generate Human-Persuasive Investment Reports
Shivika Prasanna | Hui Su

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Jetsons at the FinNLP-2025 - Earnings2Insights: Persuasive Investment Report Generation Using Single And Multi-Agent Frameworks
Parag Dakle | Sai Krishna Rallabandi | Nikhi Kohli | Khyati Morparia | Ojas Raundale | Preethi Raghavan

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Agentic LLMs for Analyst-Style Financial Insights: An LLM Pipeline for Persuasive Financial Analysis
Gaurangi Sinha | Rajarajeswari Palacharla | Manoj Balaji Jagadeeshan

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Multi-Agent Collaboration for Investment Guidance: Earnings2Insights Report Generation
Mingrui Tan | Yang Liu | Kun Gao | Fei Gao | Yuting Song