Yu-Shiang Huang
National Taiwan University · NII Visiting Researcher
Adversarial Audit SimulationAn international team of researchers, students, and collaborators from 12+ countries, united by one question: how do humans and agents thrive together?
Assistant Professor, National Institute of Informatics, Japan
His recent research investigates how large language models and agents mediate communication, reshape human decision-making, and influence society — with particular interests in LLM-mediated communication, the social impact of agents, human-agent collaboration in high-stakes settings, and the detection and verification of forward-looking exaggeration and misinformation.
His earlier work centered on NLP and information retrieval for high-stakes domains including finance, law, and social science: forward-looking argument mining, financial text analysis, legal technology, expert decision support, and evaluation frameworks for language technologies used in consequential contexts.
He is the founder of ACL SIG-FinTech, organizer of the FinNLP/FinWeb workshop series (IJCAI, WWW, EMNLP, IJCNLP-AACL), leader of the FinNum and FinArg shared task series at NTCIR, and recipient of the SIGIR Early Career Researcher Award (Excellence in Community Engagement).
Education: Ph.D., NLP Lab, CSIE, National Taiwan University · M.S., Quantitative Finance, National Tsing Hua University · B.S., Economics (minor CSIE), National Taipei University
Full profile & publications at nlpfin.github.ioNational Taiwan University · NII Visiting Researcher
Adversarial Audit SimulationAcademia Sinica · NII Visiting Researcher
Neutrality-by-DesignNational Chung Cheng University, Taiwan (AIST Intern)
Presidential Debate AnalysisNational Chung Cheng University, Taiwan (AIST Intern)
Presidential Debate AnalysisNational Taiwan University
ESG Commitment TracingNational Taiwan University
Financial ComplianceJadavpur University, India
Cross-Temporal Decision-MakingJadavpur University, India
Diverse Viewpoint GenerationNational Tsing Hua University, Taiwan
LLM-mediated CommunicationNational Taiwan University, Taiwan
Decision SimulationResearch partnerships spanning Europe, Asia, and the Middle East.
Technische Universität Darmstadt, Germany
Quality Assurance in Scholarly CommunicationUNIST, South Korea
Personalized Financial EducationNational Taipei University, Taiwan
Chinese ESG Factor AnalysisUniversity of Tsukuba, Japan
Cross-Lingual ESG Scoring3DS Outscale, France
Cross-Lingual ESG ScoringNational Chung Cheng University, Taiwan
Presidential Debate AnalysisChulalongkorn University, Thailand
Multilingual ESG ComplianceHitotsubashi University, Japan
Multilingual ESG ComplianceNational Yang Ming Chiao Tung University
Prompt RecommendationNational Yang Ming Chiao Tung University
Agent RecommendationJadavpur University, India
Multilingual ESG ComplianceChaoyang University of Technology, Taiwan
Cross-Temporal Argument VerificationNII, Japan
Eye-tracking for Decision ReasoningMBZUAI, United Arab Emirates
Clinical Conversation SimulationTheir award-winning work at ACL, EMNLP, SIGIR, WWW, and beyond speaks for itself.
National Yang Ming Chiao Tung University, Taiwan (AIST Intern)
Why Expert Alignment Is Hard: Evidence from Subjective Evaluation (arXiv)
Manchester University, UK
Multi-Agent InteractionsIT:U Austria
Turning Evidence into Actionable InsightsVrije Universiteit Amsterdam
Assess Text CreativityINESC TEC, Portugal
Diagnostic SimulationThe University of Tokyo · AIST RA
🏆 Outstanding Paper Award (ANLP, Japan)
Can GPT-4 Sway Experts' Decisions? (NAACL'25) · Personalized Dynamic Recommender System for Investors (SIGIR'23)
National Taiwan University
Financial ComplianceNational Taiwan University, Taiwan
Society-Undermining Disinformation Detection (Findings of EACL 2024) · Diagnosing Model Editing via Knowledge Spectrum · Why Has the Least Side Effect on Model Editing
National Taiwan University, Taiwan
🏆 Outstanding Award, 18th TSC Thesis Award
RAG for Earnings Call Answer Rehearsal (CIKM'25) · Rehearsing Answers to Probable Questions with Perspective-Taking
National Yang Ming Chiao Tung University
National Yang Ming Chiao Tung University
Confidence-Driven Multi-Scale Model Selection (Findings of EACL 2026) · Refining Financial Consumer Complaints
Università della Svizzera Italiana · AIST Intern
National Taiwan University · AIST Intern
🏆 NSTC Study Abroad Program (Chien-Li-Ma Scholarship)
National Taiwan University, Taiwan
🏆 Hon Hai Technology Award
Evaluating LLMs as Expert Annotators (COLM'25) · DynamicESG (CIKM'23)
National Yang Ming Chiao Tung University
RAG-Enhanced Evidence Recommendation in Financial Legal Resolutions (WWW'25)
National Taiwan University
Argument-Based Sentiment Analysis on Forward-Looking Statements (ACL 2024)
National Taiwan University
Co-Trained Retriever-Generator for Question Generation (WWW'25) · Generating Multiple Questions from Presentation Transcripts (INLG'23) · CustodiAI (IJCNLP-AACL'23)
University of Sheffield · AIST Intern
From Facts to Insights: Analytical Reports for Earnings Calls (COLING 2025)
National Taiwan University
Entity-Aware Dual Co-Attention Network for Fake News Detection (EACL 2023)
National Taiwan University · AIST Intern
National Taiwan University
Pre-Finetuning with Impact Duration Awareness (WWW'25) · Learning Strategies for Robust Argument Mining (LREC-COLING'24)
National Taiwan University
General Numeral Attachment Dataset for Earnings Calls (IJCNLP-AACL'23)
National Taiwan University
Financial Statement AdequacyNational Taiwan University
Dynamic Graph Transformer for Implicit Tag Recognition (EACL'21) · FinSense (WSDM'21)
National Taiwan University
Semantics-Preserved Data Augmentation for ABSA (EMNLP'21) · Risk-aware Regularization for Opinion-based Portfolio Selection (ICWSM'21)
National Taiwan University
National Taiwan University
Retrieving Implicit Information for Stock Movement Prediction (SIGIR'21)
National Taiwan University
National Taiwan University
Learning to Generate Correct Numeric Values in News Headlines (WWW'20)
National Taiwan University
Text-Based Economic Indicator Construction (CIKM'24)
Universitat Politècnica de València
Learning Strategies for Robust Argument Mining (LREC-COLING'24)
ETH Zürich · AIST Intern
Financial Q&AJadavpur University
Generator-Guided Crowd Reaction Assessment (WWW'24) · The Mask One At a Time Framework (FIRE'23)
Join a team whose members publish at top venues and win national awards. We welcome PhD students, research interns, and postdoctoral fellows.