YC
Yi-Chen Chiang
National Chung Cheng University, Taiwan
Knowledge Editing & Downstream Utility
Principal Investigator
Leading the Mission
Dr. Chung-Chi Chen
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, Taiwan · M.S., Quantitative Finance, National Tsing Hua University, Taiwan · B.S., Economics (minor CSIE), National Taipei University, Taiwan
Full profile & publications at nlpfin.github.io
Group Members
Current Members
VD
Vibhan Dutta
Jadavpur University, India
Cross-Temporal Decision-MakingSG
Somdev Ganguli
Jadavpur University, India
Diverse Viewpoint GenerationYH
Yu-Shiang Huang
National Taiwan University, Taiwan · NII Visiting Researcher
Adversarial Audit SimulationWL
Wen-Xin Lin
National Chung Cheng University, Taiwan
Election Polling SimulationJL
Ji-Yuan Lo
National Taiwan University, Taiwan
Decision SimulationLM
Lucy M’bwana
DMI – St. John the Baptist University, Malawi
ESG Disclosure AnalysisCY
Chen-Jui Yu
National Yang Ming Chiao Tung University, Taiwan
Adaptive Teamwork & PlanningBZ
Bai-Li Zheng
National Taiwan University, Taiwan
ESG Commitment Tracing
Network
Ongoing Collaborations
Research partnerships around the world.
HA
Dr. Hiba Arnaout
UKP Lab, Technische Universität Darmstadt, Germany
Clinical Conversation SimulationMD
Prof. Min-Yuh Day
National Taipei University, Taiwan
Chinese ESG Factor AnalysisIG
Prof. Iryna Gurevych
Technische Universität Darmstadt, Germany
Quality Assurance in Scholarly CommunicationYH
Prof. Yu-Yin Hsu
The Hong Kong Polytechnic University, Hong Kong
Evidence-Based Decision-MakingYH
You-Mei Huang
National Yang Ming Chiao Tung University, Taiwan
Personalized Model EditingNK
Prof. Noriko Kando
NII, Japan
Eye-tracking for Decision ReasoningJK
Dr. Juyeon Kang
3DS Outscale, France
Cross-Lingual ESG ScoringAK
Prof. Atsushi Keyaki
Hitotsubashi University, Japan
Multilingual ESG ComplianceHL
Huy M. Le
MBZUAI, United Arab Emirates
Clinical Conversation SimulationYL
Prof. Yongjae Lee
UNIST, South Korea
Personalized Financial EducationGM
Gaku Morio
Hitotsubashi University, Japan
AI for Social Science ResearchYS
Prof. Yohei Seki
University of Tsukuba, Japan
Cross-Lingual ESG ScoringMW
Prof. Ming-Hung Wang
National Chung Cheng University, Taiwan
Presidential Debate AnalysisDW
Prof. Dittaya Wanvarie
Chulalongkorn University, Thailand
Multilingual ESG ComplianceSW
Prof. Shih-Hung Wu
Chaoyang University of Technology, Taiwan
Cross-Temporal Argument VerificationAY
Prof. An-Zi Yen
National Yang Ming Chiao Tung University, Taiwan
AI Sports Coaching
Alumni
Former Members & Collaborators
Published at leading venues and recognized with paper, thesis, and scholarship awards.
GY
Guan-Bo Yang
National Taiwan University, Taiwan
MM-Compliance: A Multilingual Multimodal Dataset for Sustainability Compliance Auditing (EMNLP'26)
CH
Chun-Yu Hsu
Academia Sinica, Taiwan · NII Visiting Researcher
Upstream Influence, Downstream Re-Anchoring in LLM Agent Chains (arXiv)
YC
Yu-Yu Chang
National Chung Cheng University, Taiwan (AIST Intern)
Linguistic Cues in Political Debates: Lexical Choices and Evaluative Framing in GPT-Generated Commentary (Findings of AACL-IJCNLP 2026)
HH
Huan-Wen Ho
National Chung Cheng University, Taiwan (AIST Intern)
Ideological SteeringYC
Yi-Ting Chiu
National Tsing Hua University, Taiwan
Faithful to the Frame: Source-Framing Propagation in LLM-Agent Decision Workflows (EMNLP'26)
CK
Chun-Wei Kang
National Yang Ming Chiao Tung University, Taiwan
Self-Guided Planning and Repair Framework for Code Generation (AAAI'26)
TL
Tzu-Mi Lin
National Yang Ming Chiao Tung University, Taiwan (AIST Intern)
Why Expert Alignment Is Hard: Evidence from Subjective Evaluation (arXiv)
SA
Prof. Sophia Ananiadou
Manchester University, UK
Multi-Agent InteractionsCL
Prof. Chenghua Lin
University of Manchester, UK
Insight GenerationSN
Prof. Sudip Kumar Naskar
Jadavpur University, India
Crowd Reaction AssessmentYH
Prof. Yufang Hou
IT:U, Austria
Turning Evidence into Actionable InsightsFI
Prof. Filip Ilievski
Vrije Universiteit Amsterdam, Netherlands
Assess Text CreativityAJ
Prof. Alípio M. Jorge
INESC TEC, Portugal
Diagnostic SimulationTT
Takehiro Takayanagi
The University of Tokyo, Japan · AIST RA
🏆 Outstanding Paper Award (ANLP, Japan)
Can GPT-4 Sway Experts' Decisions? (NAACL'25) · Personalized Dynamic Recommender System for Investors (SIGIR'23)
TL
Tzu-En Liu
National Taiwan University, Taiwan
Financial ComplianceTP
Tsung-Hsuan Pan
National 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
YS
Yung-Yu Shih
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
KC
Ke-Ching Chang
National Yang Ming Chiao Tung University, Taiwan
BC
Bo-Wei Chen
National Yang Ming Chiao Tung University, Taiwan
Confidence-Driven Multi-Scale Model Selection (Findings of EACL 2026) · Refining Financial Consumer Complaints
GD
Giulia D'Agostino
Università della Svizzera Italiana, Switzerland · AIST Intern
YH
Yu-Shiang Huang
National Taiwan University, Taiwan · AIST Intern
🏆 NSTC Study Abroad Program (Chien-Li-Ma Scholarship)
YT
Yu-Min Tseng
National Taiwan University, Taiwan
🏆 Hon Hai Technology Award
Evaluating LLMs as Expert Annotators (COLM'25) · DynamicESG (CIKM'23)
HL
Hsiu-Hung Lee
National Yang Ming Chiao Tung University, Taiwan
RAG-Enhanced Evidence Recommendation in Financial Legal Resolutions (WWW'25)
CL
Chin-Yi Lin
National Taiwan University, Taiwan
Argument-Based Sentiment Analysis on Forward-Looking Statements (ACL 2024)
YJ
Yi-Ning Juan
National Taiwan University, Taiwan
Co-Trained Retriever-Generator for Question Generation (WWW'25) · Generating Multiple Questions from Presentation Transcripts (INLG'23) · CustodiAI (IJCNLP-AACL'23)
TG
Tomas Goldsack
University of Sheffield, UK · AIST Intern
From Facts to Insights: Analytical Reports for Earnings Calls (COLING 2025)
SY
Sin-Han Yang
National Taiwan University, Taiwan
Entity-Aware Dual Co-Attention Network for Fake News Detection (EACL 2023)
WC
Wei-Lin Chen
National Taiwan University, Taiwan · AIST Intern
CC
Chr-Jr Chiu
National Taiwan University, Taiwan
Pre-Finetuning with Impact Duration Awareness (WWW'25) · Learning Strategies for Robust Argument Mining (LREC-COLING'24)
MS
Ming-Xuan Shi
National Taiwan University, Taiwan
General Numeral Attachment Dataset for Earnings Calls (IJCNLP-AACL'23)
AL
Ai-Ni Li
National Taiwan University, Taiwan
Financial Statement AdequacyYL
Yi-Ting Liu
National Taiwan University, Taiwan
Dynamic Graph Transformer for Implicit Tag Recognition (EACL'21) · FinSense (WSDM'21)
TH
Ting-Wei Hsu
National Taiwan University, Taiwan
Semantics-Preserved Data Augmentation for ABSA (EMNLP'21) · Risk-aware Regularization for Opinion-based Portfolio Selection (ICWSM'21)
JH
JianTao Huang
National Taiwan University, Taiwan
TT
Tsun-Hsien Tang
National Taiwan University, Taiwan
Retrieving Implicit Information for Stock Movement Prediction (SIGIR'21)
PK
Pei-Wei Kao
National Taiwan University, Taiwan
JC
Jui Chu
National Taiwan University, Taiwan
Learning to Generate Correct Numeric Values in News Headlines (WWW'20)
HY
Hsiu-Hsuan Yeh
National Taiwan University, Taiwan
Text-Based Economic Indicator Construction (CIKM'24)
RD
Ramon Ruiz Dolz
Universitat Politècnica de València, Spain
Learning Strategies for Robust Argument Mining (LREC-COLING'24)
YJ
Yuchen Eleanor Jiang
ETH Zürich, Switzerland · AIST Intern
Financial Q&ASG
Sohom Ghosh
Jadavpur University, India
Generator-Guided Crowd Reaction Assessment (WWW'24) · The Mask One At a Time Framework (FIRE'23)
Your Name Could Be Here
Join a team whose members publish at top venues and win national awards. We welcome PhD students, research interns, and postdoctoral fellows.