
Biography
Research Interests
- Multi-Modal RAG and Reasoning
- LLM Agent
Publications
Journal Articles
Standardization and interpretable analysis of geological database using retrieval-augmented large language model
Wei Yan, Jinhao Wu, Guanhua Chen, Shaoze Su, Ping Shen, Derek F Wong, Wan-Huan Zhou
Geo AI · 2025
Dynamic curriculum learning for conversation response selection
Guanhua Chen, Runzhe Zhan, Derek F. Wong, Lidia S. Chao
Knowledge-Based Systems · 2024
Multi-level curriculum learning for multi-turn dialogue generation
G. Chen, R. Zhan, D. F. Wong and L. S. Chao
TASLP · 2023
Conference Papers
Not All LoRA Parameters Are Essential: Insights on Inference Necessity
EMNLP Finding · 2026
Chain-of-Procedure: Hierarchical Visual-Language Reasoning for Procedural QA
Guanhua Chen, Yutong Yao, Shenghe Sun, Ci-Jun Gao, Shudong Liu, Lidia S. Chao, Derek F. Wong
ACL Finding · 2026
From Scenes to Elements: Multi-Granularity Evidence Retrieval fo Verifiable Multimodal RAG
Guanhua Chen, Chuyue Huang, Yutong Yao, Shudong Liu, Xueqing Song, Lidia S. Chao, Derek F. Wong
ACL Finding · 2026
SGIC: A Self-Guided Iterative Calibration Framework for RAG
Guanhua Chen, Yutong Yao, Lidia S. Chao, Xuebo Liu, Derek F. Wong
ACL · 2025
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU
Guanhua Chen, Yutong Yao, Derek F. Wong, and Lidia S. Chao
LREC-COLING · 2024
Applications
Web ApplicationAI Learning Platform is an innovative educational technology solution that integrates AI-powered teaching assistants with customizable multimodal learning content generation, enabling educators, corporate trainers, and lifelong learners to transform any idea or uploaded material (video, audio, PDF) into comprehensive, structured learning experiences through simple natural language commands. The platform leverages advanced multimodal large language models to automatically generate complete learning ecosystems from a single input—including course outlines, detailed content, interactive exercises, mind maps, study notes, podcast audio, and presentation slides—while featuring dynamic AI tutors that adapt teaching pace and content based on real-time learner interactions, revolutionizing knowledge product creation through intuitive conversational editing and delivering personalized learning solutions across formal education, professional training, and personal development scenarios.
2026-08-02

AI Research Assistant Platform is an intelligent academic research solution that integrates AI-powered paper tracking with comprehensive reference management, research overlap detection, and hallucination verification capabilities, enabling academics, graduate students, and research institutions to streamline their entire research workflow—from literature discovery to manuscript validation—through simple natural language commands. The platform leverages advanced large language models and scholarly data mining to automatically monitor and curate newly published papers across targeted research domains, intelligently organize and cross-reference bibliographic materials, proactively identify research overlaps and potential scooping risks by analyzing similarities between a user’s in-progress work and emerging publications, and rigorously detect AI-generated hallucinations in academic writing by cross-validating claims against verified scholarly sources—while featuring dynamic research dashboards that adapt monitoring priorities and alert thresholds based on evolving research interests and project timelines, revolutionizing academic productivity through intuitive conversational interaction and delivering personalized research intelligence across university research labs, doctoral programs, and independent scholarly pursuits.

UUTrip is an innovative AI-driven platform focused on simplifying the travel planning process. As a free tool, it intelligently analyzes user preferences through chat interactions to help travelers quickly generate customized itinerary suggestions, particularly for Macau - a city that blends Eastern and Western cultures. The platform not only covers diverse themes including history, culture, cuisine, and photography, but also integrates online shopping services for Macau specialties, providing a one-stop experience from itinerary design to souvenir purchasing. Users can easily enjoy the convenience of the smart travel era without switching between multiple applications. Whether you’re a first-time visitor to Macau or a traveler seeking in-depth exploration, UU Trip provides thoughtful consultation and recommendations to help discover Macau’s unique charm.
Competitions
Tsinghua University SDG Open Innovation Marathon Challenge Sub-venue
First Prize · 2025
Outstanding B2B Agent Special Award · 2025
Global Open Data Application Innovation Competition, Legal QA Track
Winner Price · 2021
2021 CCIR-Cup National Information Retrieval Challenge Cup
Third Prize · 2021
Pan-Pearl River Delta Region Universities IT Project Competition
Third Prize · 2020
IEEE Macau Industrial Electronics Society (IES) Undergraduate Contest
Second Prize · 2020
MathorCup Mathematical Modeling
Third Prize · 2019