Book
Agent AI for Finance: From Financial Argument Mining to Agent-Based Modeling
Springer Nature.
LLM-based Agent Architectures
Societal Transformation Analysis
From Opinion Mining to Financial Argument Mining
Springer Nature.
Information Retrieval for Agents
Higher-Order Thinking Augmentation
Peer-Reviewed Conference Papers
2026
DR-CUP: A Dataset on Real-time Commentary in U.S. Presidential Debates
In Proceedings of the International Conference on Language Resources and Evaluation (LREC'26).
High-Fidelity Interaction Design
Societal Transformation Analysis
Confidence-Driven Multi-Scale Model Selection for Cost-Effective NLU
Findings of the Association for Computational Linguistics: EACL 2026.
Performance & Efficiency
LLM-based Agent Architectures
2025
Observing Micromotives and Macrobehavior of Large Language Models
Proceedings of the International Joint Conference on Natural Language Processing & Asia-Pacific Chapter of the Association for Computational Linguistics (IJCNLP-AACL).
Societal Transformation Analysis
LLM-based Agent Architectures
Enhancing Investment Opinion Ranking through Argument-Based Sentiment Analysis
Proceedings of the International Joint Conference on Natural Language Processing & Asia-Pacific Chapter of the Association for Computational Linguistics (IJCNLP-AACL).
Higher-Order Thinking Augmentation
High-Stakes Decision-Making
ML-Promise: A Multilingual Dataset for Corporate Promise Verification
Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP'25).
Governance & Policy Design
Information Retrieval for Agents
Company-Specific Knowledge Matters: Retrieval-Augmented Generation for Earnings Call Answer Rehearsal
Proceedings of The 34th ACM International Conference on Information and Knowledge Management (CIKM'25).
Information Retrieval for Agents
High-Fidelity Interaction Design
Live Commentary Planning and Generation
Proceedings of the 18th International Natural Language Generation Conference: Generation Challenges (INLG'25).
High-Fidelity Interaction Design
LLM-based Agent Architectures
Evaluating Large Language Models as Expert Annotators
Proceedings of Second Conference on Language Modeling (COLM'25).
Performance & Efficiency
LLM-based Agent Architectures
Can GPT-4 Sway Experts' Decisions?
Findings of the Association for Computational Linguistics: NAACL 2025.
High-Stakes Decision-Making
Higher-Order Thinking Augmentation
Co-Trained Retriever-Generator Framework for Question Generation in Earnings Calls
Companion Proceedings of the Web Conference 2025 (WWW'25).
Information Retrieval for Agents
LLM-based Agent Architectures
Pre-Finetuning with Impact Duration Awareness for Stock Movement Prediction
Companion Proceedings of the Web Conference 2025 (WWW'25).
High-Stakes Decision-Making
Performance & Efficiency
RAG-Enhanced Evidence Recommendation in Financial Legal Resolutions
Companion Proceedings of the Web Conference 2025 (WWW'25).
Information Retrieval for Agents
Governance & Policy Design
From Facts to Insights: A Study on the Generation and Evaluation of Analytical Reports for Deciphering Earnings Calls
Proceedings of the 31st International Conference on Computational Linguistics (COLING-2025).
Higher-Order Thinking Augmentation
LLM-based Agent Architectures
GADFA: Generator-Assisted Decision-Focused Approach for Opinion Expressing Timing Identification
Proceedings of the 31st International Conference on Computational Linguistics (COLING-2025).
High-Stakes Decision-Making
Higher-Order Thinking Augmentation
2024
Professionalism-Aware Pre-Finetuning for Profitability Ranking
Proceedings of The 33rd ACM International Conference on Information and Knowledge Management (CIKM'24). (Acceptance Rate: 26.76%, 141/527)
Performance & Efficiency
High-Stakes Decision-Making
Automation of Text-Based Economic Indicator Construction: A Pilot Exploration on Economic Policy Uncertainty Index
Proceedings of The 33rd ACM International Conference on Information and Knowledge Management (CIKM'24). (Acceptance Rate: 26.76%, 141/527)
Economic & Cultural Impact
Information Retrieval for Agents
Argument-Based Sentiment Analysis on Forward-Looking Statements
Findings of the Association for Computational Linguistics: ACL 2024.
Higher-Order Thinking Augmentation
Information Retrieval for Agents
DBQR-QA: A Question Answering Dataset on a Hybrid of Database Querying and Reasoning
Findings of the Association for Computational Linguistics: ACL 2024.
Information Retrieval for Agents
Higher-Order Thinking Augmentation
The Impact of Language on Arithmetic Proficiency: A Multilingual Investigation with Cross-Agent Checking Computation
Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL'24). (Acceptance Rate: 23.2%, 565/2434)
LLM-based Agent Architectures
Performance & Efficiency
News-Driven Price Movement Forecasting with Label-Prior Graph Attention
Companion Proceedings of the Web Conference 2024 (WWW'24).
High-Stakes Decision-Making
Information Retrieval for Agents
Generator-Guided Crowd Reaction Assessment
Companion Proceedings of the Web Conference 2024 (WWW'24).
Societal Transformation Analysis
High-Fidelity Interaction Design
Term-Driven Forward-Looking Claim Synthesis in Earnings Calls
Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING'24). (Acceptance Rate: 52%)
Higher-Order Thinking Augmentation
LLM-based Agent Architectures
NumHG: A Dataset for Number-Focused Headline Generation
Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING'24). (Acceptance Rate: 52%)
LLM-based Agent Architectures
Performance & Efficiency
Learning Strategies for Robust Argument Mining: An Analysis of Variations in Language and Domain
Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING'24). (Acceptance Rate: 52%)
Information Retrieval for Agents
Performance & Efficiency
Enhancing Society-Undermining Disinformation Detection through Fine-Grained Sentiment Analysis Pre-Finetuning
Findings of the Association for Computational Linguistics: EACL 2024. (Acceptance Rate: 34.8%)
Societal Transformation Analysis
Governance & Policy Design
2023
Fidelity-Enriched Contrastive Search: Reconciling the Faithfulness-Diversity Trade-Off in Text Generation
Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP'23). (Acceptance Rate: 14.02%, 146/1041)
LLM-based Agent Architectures
Performance & Efficiency
Personalized Dynamic Recommender System for Investors
Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'23). (Acceptance Rate: 25.12%, 154/613)
Information Retrieval for Agents
High-Stakes Decision-Making
DynamicESG: A Dataset for Dynamically Unearthing ESG Ratings from News Articles
Proceedings of The 32nd ACM International Conference on Information and Knowledge Management (CIKM'23). (Acceptance Rate: 27.2%, 22/81)
Economic & Cultural Impact
Governance & Policy Design
Enhancing Volatility Forecasting in Financial Markets: A General Numeral Attachment Dataset for Understanding Earnings Calls
Proceedings of The 13th International Joint Conference on Natural Language Processing and the 3rd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics (IJCNLP-AACL'23). (Acceptance Rate: 19.13%, 22/115)
High-Stakes Decision-Making
Information Retrieval for Agents
Generating Multiple Questions from Presentation Transcripts: A Pilot Study on Earnings Conference Calls
Proceedings of the 16th International Conference on Natural Language Generation (INLG'23).
High-Fidelity Interaction Design
LLM-based Agent Architectures
CustodiAI: A System for Predicting Child Custody Outcomes
Proceedings of The 13th International Joint Conference on Natural Language Processing and the 3rd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics: System Demonstrations (IJCNLP-AACL'23).
Governance & Policy Design
High-Stakes Decision-Making
Improving Numeracy by Input Reframing and Quantitative Pre-Finetuning Task
Findings of the Association for Computational Linguistics: EACL 2023. (Acceptance Rate: 17.2%)
Performance & Efficiency
LLM-based Agent Architectures
Entity-Aware Dual Co-Attention Network for Fake News Detection
Findings of the Association for Computational Linguistics: EACL 2023. (Acceptance Rate: 17.2%)
Societal Transformation Analysis
Governance & Policy Design
The Mask One At a Time Framework for Detecting the Relationship between Financial Entities
Proceedings of the 15th Annual Meeting of the Forum for Information Retrieval Evaluation. (Acceptance Rate: 48%)
Information Retrieval for Agents
Economic & Cultural Impact
2021
Evaluating the Rationales of Amateur Investors
Proceedings of The Web Conference 2021 (WWW'21). (Acceptance Rate: 20.6%, 357/1736)
Higher-Order Thinking Augmentation
High-Stakes Decision-Making
NQuAD: 70,000+ Questions for Machine Comprehension of the Numerals in Text
Proceedings of The 30th ACM International Conference on Information and Knowledge Management (CIKM'21). (Acceptance Rate: 28.3%, 177/626)
Information Retrieval for Agents
Performance & Efficiency
Distilling Numeral Information for Volatility Forecasting
Proceedings of The 30th ACM International Conference on Information and Knowledge Management (CIKM'21). (Acceptance Rate: 28.3%, 177/626)
High-Stakes Decision-Making
Information Retrieval for Agents
Constructing Noise Free Economic Policy Uncertainty Index
Proceedings of The 30th ACM International Conference on Information and Knowledge Management (CIKM'21). (Acceptance Rate: 28.3%, 177/626)
Economic & Cultural Impact
Governance & Policy Design
Retrieving Implicit Information for Stock Movement Prediction
Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'21). (Acceptance Rate: 27.6%, 145/526)
Information Retrieval for Agents
High-Stakes Decision-Making
Semantics-Preserved Data Augmentation for Aspect-Based Sentiment Analysis
Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP'21). (Acceptance Rate: 17.9%, 190/1060)
Performance & Efficiency
Higher-Order Thinking Augmentation
Dynamic Graph Transformer for Implicit Tag Recognition
Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics (EACL'21). (Acceptance Rate: 24.7%)
LLM-based Agent Architectures
Information Retrieval for Agents
A Research Agenda for Financial Opinion Mining
Proceedings of 15th International Conference on Web and Social Media (ICWSM'21).
Higher-Order Thinking Augmentation
Societal Transformation Analysis
Which Kind of Rumors May Undermine Society: Perspectives from Court Orders
Proceedings of the IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM'21).
Societal Transformation Analysis
Governance & Policy Design
FinSense: An Assistant System for Financial Journalists and Investors
Proceedings of the 14th International Conference on Web Search and Data Mining (WSDM'21).
High-Fidelity Interaction Design
Information Retrieval for Agents
Risk-aware Regularization for Opinion-based Portfolio Selection
Proceedings of 15th International Conference on Web and Social Media (ICWSM'21).
High-Stakes Decision-Making
Economic & Cultural Impact
2020
NumClaim: Investor's Fine-grained Claim Detection
Proceedings of the 29th ACM International Conference on Information and Knowledge Management (CIKM'20). (Acceptance Rate: 25.9%, 103/397)
High-Stakes Decision-Making
Governance & Policy Design
Issues and Perspectives from 10,000 Annotated Financial Social Media Data
Proceedings of the 12th International Conference on Language Resources and Evaluation (LREC'20).
Societal Transformation Analysis
Economic & Cultural Impact
Learning to Generate Correct Numeric Values in News Headlines
Companion Proceedings of the Web Conference 2020 (WWW'20).
LLM-based Agent Architectures
Performance & Efficiency
Hedging via Opinion-based Pair Trading Strategy
Companion Proceedings of the Web Conference 2020 (WWW'20).
High-Stakes Decision-Making
Economic & Cultural Impact
2019
Numeracy-600K: Learning Numeracy for Detecting Exaggerated Information in Market Comments
Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics (ACL'19). (Acceptance Rate: 18.2%, 213/1168)
Performance & Efficiency
LLM-based Agent Architectures
Numeral Attachment with Auxiliary Tasks
Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'19). (Acceptance Rate: 24.4%, 108/443)
Information Retrieval for Agents
Performance & Efficiency
Crowd View: Converting Investors' Opinions into Indicators
Proceedings of the 28th International Joint Conference on Artificial Intelligence (IJCAI'19).
Societal Transformation Analysis
Economic & Cultural Impact
CrowdPT: Summarizing Crowd Opinions as Professional Analyst
Proceedings of the 2019 World Wide Web Conference (WWW'19).
High-Fidelity Interaction Design
Societal Transformation Analysis
Next Cashtag Prediction on Social Trading Platforms with Auxiliary Tasks
Proceedings of the IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM'19).
Economic & Cultural Impact
Information Retrieval for Agents
2018
Journal Articles
Semantics Matter: An Empirical Study on Economic Policy Uncertainty Index
International Review of Economics and Finance. [SSCI] [Impact Factor@2022: 4.5, Q1]
Economic & Cultural Impact
Governance & Policy Design
Economic Policy Uncertainty Index for Taiwan
Taiwan Economic Review.
Economic & Cultural Impact
Governance & Policy Design
Preprints
Commitment Checklist: Auditing Author Commitments in Peer Review
arXiv.
Governance & Policy Design
Societal Transformation Analysis
Diagnosing Model Editing via Knowledge Spectrum
arXiv.
LLM-based Agent Architectures
Performance & Efficiency
Modeling Professionalism in Expert Questioning through Linguistic Differentiation
arXiv.
High-Fidelity Interaction Design
Higher-Order Thinking Augmentation
Refining Financial Consumer Complaints through Multi-Scale Model Interaction
arXiv.
Governance & Policy Design
Societal Transformation Analysis
The Impact and Feasibility of Self-Confidence Shaping for AI-Assisted Decision-Making
arXiv.
High-Stakes Decision-Making
LLM-based Agent Architectures
Paraphrase-Aligned Machine Translation
arXiv.
Performance & Efficiency
LLM-based Agent Architectures
Rehearsing Answers to Probable Questions with Perspective-Taking
arXiv.
High-Fidelity Interaction Design
Information Retrieval for Agents
Hierarchical Organization Simulacra in the Investment Sector
arXiv.
Societal Transformation Analysis
LLM-based Agent Architectures
Distilling Analysis from Generative Models for Investment Decisions
arXiv.
High-Stakes Decision-Making
Higher-Order Thinking Augmentation
FinGen: A Dataset for Argument Generation in Finance
arXiv.
Higher-Order Thinking Augmentation
LLM-based Agent Architectures
Why Has the Least Side Effect on Model Editing
arXiv.
Performance & Efficiency
LLM-based Agent Architectures
Research Agenda & Tutorials
SemEval-2025 Task 6: Multinational, Multilingual, Multi-Industry Promise Verification
Proceedings of the 19th International Workshop on Semantic Evaluation (SemEval'25).
Governance & Policy Design
Information Retrieval for Agents
SemEval-2024 Task 7: Numeral-Aware Language Understanding and Generation
Proceedings of the 18th International Workshop on Semantic Evaluation (SemEval'24).
Performance & Efficiency
LLM-based Agent Architectures
Multi-Lingual ESG Impact Duration Inference
Proceedings of The Joint Workshop of the 7th Financial Technology and Natural Language Processing.
Economic & Cultural Impact
Societal Transformation Analysis
Overview of the NTCIR-17 FinArg-1 Task: Fine-grained Argument Understanding in Financial Analysis
Proceedings of the 17th NTCIR Conference on Evaluation of Information Access Technologies (NTCIR-17).
Higher-Order Thinking Augmentation
Economic & Cultural Impact
Multi-Lingual ESG Impact Type Identification
Proceedings of the Sixth Workshop on Financial Technology and Natural Language Processing (FinNLP'23).
Economic & Cultural Impact
Societal Transformation Analysis
Multi-Lingual ESG Issue Identification
Proceedings of the Fifth Workshop on Financial Technology and Natural Language Processing.
Economic & Cultural Impact
Societal Transformation Analysis
FinTech for Social Good: A Research Agenda from NLP Perspective
arXiv.
Societal Transformation Analysis
Economic & Cultural Impact
Overview of the FinNLP-2022 ERAI Task: Evaluating the Rationales of Amateur Investors
Proceedings of the Fourth Workshop on Financial Technology and Natural Language Processing (FinNLP'22).
Higher-Order Thinking Augmentation
High-Stakes Decision-Making
An Overview of Financial Technology Innovation
Companion Proceedings of the The Web Conference (WWW'22).
Economic & Cultural Impact
LLM-based Agent Architectures
Overview of the NTCIR-16 FinNum-3 Task: Investor's and Manager's Fine-grained Claim Detection
Proceedings of the 16th NTCIR Conference on Evaluation of Information Access Technologies (NTCIR-16).
Information Retrieval for Agents
High-Stakes Decision-Making
Financial Opinion Mining
EMNLP-2021.
Higher-Order Thinking Augmentation
Economic & Cultural Impact
NLP in FinTech Applications: Past, Present and Future
arXiv:2005.01320.
Economic & Cultural Impact
LLM-based Agent Architectures
Overview of the NTCIR-15 FinNum-2 Task: Numeral Attachment in Financial Tweets
Proceedings of the 15th NTCIR Conference on Evaluation of Information Access Technologies (NTCIR-15).
Information Retrieval for Agents
Performance & Efficiency
Final Report of the NTCIR-14 FinNum Task: Challenges and Current Status of Fine-Grained Numeral Understanding in Financial Social Media Data
Lecture Notes in Computer Science. Springer International Publishing, Switzerland.
Information Retrieval for Agents
Performance & Efficiency
Workshop Papers
Enhancing Financial Sentiment Analysis with Expert-Designed Hint
Proceedings of the International Workshop on Computational Reproducibility in Social Sciences @ ICWSM-2025.
Higher-Order Thinking Augmentation
Economic & Cultural Impact
Exploration Reduction by Selecting a Hierarchical Order of Implicit Author Demographic Characterizations
Proceedings of the 1st International Workshop on Implicit Author Characterization from Texts for Search and Retrieval @ SIGIR-2023.
Information Retrieval for Agents
Performance & Efficiency
NTUNLPL at FinCausal 2020, Task 2: Improving Causality Detection Using Viterbi Decoder
Proceedings of the 1st Joint Workshop on Financial Narrative Processing and MultiLing Financial Summarisation @ COLING-2020.
Higher-Order Thinking Augmentation
Performance & Efficiency
NTUSD-Fin: A Market Sentiment Dictionary for Financial Social Media Data Applications
Proceedings of the 1st Financial Narrative Processing Workshop @ LREC-2018.
Economic & Cultural Impact
Information Retrieval for Agents
Fine-Grained Analysis of Financial Tweets
Companion Proceedings of the The Web Conference (WWW'18).
Economic & Cultural Impact
Information Retrieval for Agents