Teaching & Talks

Conference tutorials, talks, and university courses.

Conference Tutorials

  • From Shared Tasks to Benchmark Datasets: Lessons from NTCIR's 26-Year Journey
    LREC-2026
  • Human-Agent Teaming for Higher-Order Thinking Augmentation
    IJCNLP-AACL-2025
  • Information Retrieval in Finance: Industry and Academic Perspectives on Innovation
    SIGIR-2025
  • Agent AI for Finance: From Financial Argument Mining to Agent-Based Modeling
    ECAI-2024
  • Financial Opinion Mining
    EMNLP-2021
  • Natural Language Processing in Financial Technology Applications
    AACL-2020

Talks

2026

Verifying and Auditing Forward-Looking Statements

The First Workshop on Information Retrieval for Accountability and Integrity, ECIR-2026

When Language No Longer Speaks Directly to Humans: Who Is Speaking to Whom? Power Shifts in LLM-Mediated Communication

UKP Lab, TU Darmstadt

From Data to Decision: Generating Insights that Drive Better Choices

Keynote — Taiwan AI Cup

2025

From Disinformation to Broken Promises: The Challenge of Truth Verification

ELLIS · Site ↗

Human-Centric Evaluation for Financial Decision-Making

International Joint Workshop on Explainable AI in Finance: Achieving Trustworthy Financial Decision-Making (ICAIF-2025) · Site ↗

Financial Insight Generation

VinUniversity, Vietnam

Simulating the Daily Workflow of Financial Analysts

NLP Course, Academia Sinica

LLMs for Complex Insight Generation: Possibilities and Challenges

Advances in Financial AI Workshop (ICLR-2025) · Site ↗

2024

Financial Opinion Recommendation from Personalization, Profitability, and Rationality Aspects

Fin-Recsys Workshop (IJCAI-2024)

Forward-Looking Statement Analysis

NLP and IR Course, Academia Sinica

2023

From Argument Mining to Agent-Based Modeling

Chung-Ang University, South Korea

From Opinion Mining to Financial Argument Mining

Bank of America Quant Speaker Series (London)

Opining Ranking in Finance

The 4th Workshop on Knowledge Discovery from Unstructured Data in Financial Services, SIGIR-2023 · Site ↗

Fine-Grained Financial Opinion Mining

Bloomberg CTO Data Science Speaker Series, Bloomberg (Princeton) · Tweet ↗

Opinion Mining and Argument Generation in Finance

National Institute of Informatics, Japan

Fine-Grained Opinion Mining in Finance

CBS Research Seminar, The Hong Kong Polytechnic University

NLP in FinTech Applications

AIST Artificial Intelligence Research Center International Symposium · Site ↗

2022

NLP in FinTech Applications: Past, Present and Future

Workshop on Knowledge Graphs in Finance and Economics, AKBC-2022 · Site ↗ pdf ↗

Argument Mining in Finance

Panelist, The 9th Workshop on Argument Mining · Site ↗

FinTech for Social Good

The Fintech and Green Finance Center, National Taipei University · pdf ↗

2021

NLP + X

Science and Technology Law Workshop

From Opinion Mining to Financial Argument Mining

NLP and IR Course, Academia Sinica

NLP in FinTech Applications

NLP and IR Course, Academia Sinica

2020

Fine-grained Opinion Mining

NLP and IR Course, Academia Sinica

NLP in FinTech Applications

NLP and IR Course, Academia Sinica

Financial Opinion Mining

TIGP SNHCC Program, Academia Sinica

2019

Overview of Recent FinTech Trend

Jih Sun Securities

Anatomy of FinTech Innovation

Department of Finance, Minghsin University of Science and Technology

Analyzing Social Media Data with NLP Techniques for Financial Application

Summer Course — Mathematical Finance and FinTech, Academia Sinica

Fine-grained Analysis of Financial Tweet

United Daily News Group

2018

Big Data Analysis

Fintech and Big Data Course, Taiwan Financial Engineers and Traders Association

2015

Stock Chart Pattern Recognition

Finance and Technology Reading Club

2013

Overview of Recent Biotech Industry

Industrial Bank of Taiwan Securities

Courses

  • Intelligent Systems Science
    The Graduate University for Advanced Studies (SOKENDAI) · 2026
  • Introduction to Information Engineering
    Dept. of Quantitative Finance, National Tsing Hua University · 2020 Fall Slides · 2019 Fall Slides
  • Introduction to Programming
    Dept. of Quantitative Finance, National Tsing Hua University · 2020 Spring Slides · 2019 Spring Slides