MAEC: A Multimodal Aligned Earnings Conference Call Dataset for Financial Risk Prediction. - Jiazheng Li 002; Linyi Yang; Barry Smyth; Ruihai Dong (CIKM, 2020)

Exploring the Efficacy of Automatically Generated Counterfactuals for Sentiment Analysis. - Linyi Yang; Jiazheng Li 002; Padraig Cunningham; Yue Zhang 004; Barry Smyth; Ruihai Dong (ACL/IJCNLP (1), 2021)

NumHTML: Numeric-Oriented Hierarchical Transformer Model for Multi-Task Financial Forecasting. - Linyi Yang; Jiazheng Li 002; Ruihai Dong; Yue Zhang 004; Barry Smyth (AAAI, 2022)

PHEE: A Dataset for Pharmacovigilance Event Extraction from Text. - Zhaoyue Sun; Jiazheng Li 002; Gabriele Pergola; Byron C. Wallace; Bino John; Nigel Greene; Joseph Kim; Yulan He 001 (EMNLP, 2022)

AQP: an open modular Python platform for objective speech and audio quality metrics. - Jack Geraghty; Jiazheng Li 002; Alessandro Ragano; Andrew Hines (MMSys, 2022)

NapSS: Paragraph-level Medical Text Simplification via Narrative Prompting and Sentence-matching Summarization. - Junru Lu; Jiazheng Li 002; Byron C. Wallace; Yulan He 001; Gabriele Pergola (EACL (Findings), 2023)

Distilling ChatGPT for Explainable Automated Student Answer Assessment. - Jiazheng Li 002; Lin Gui 003; Yuxiang Zhou; David West; Cesare Aloisi; Yulan He 001 (EMNLP (Findings), 2023)

CUE: An Uncertainty Interpretation Framework for Text Classifiers Built on Pre-Trained Language Models. - Jiazheng Li 002; Zhaoyue Sun; Bin Liang 004; Lin Gui 003; Yulan He 001 (UAI, 2023)

OverPrompt: Enhancing ChatGPT Capabilities through an Efficient In-Context Learning Approach. - Jiazheng Li 002; Runcong Zhao; Yulan He 001; Lin Gui 003 (CoRR, 2023)

The Mystery and Fascination of LLMs: A Comprehensive Survey on the Interpretation and Analysis of Emergent Abilities. - Yuxiang Zhou; Jiazheng Li 002; Yanzheng Xiang; Hanqi Yan; Lin Gui 003; Yulan He 001 (CoRR, 2023)

NarrativePlay: An Automated System for Crafting Visual Worlds in Novels for Role-Playing. - Runcong Zhao; Wenjia Zhang; Jiazheng Li 002; Lixing Zhu; Yanran Li; Yulan He 001; Lin Gui 003 (AAAI, 2024)

Large Language Models Fall Short: Understanding Complex Relationships in Detective Narratives. - Runcong Zhao; Qinglin Zhu; Hainiu Xu; Jiazheng Li 002; Yuxiang Zhou; Yulan He 001; Lin Gui 003 (ACL (Findings), 2024)

NarrativePlay: Interactive Narrative Understanding. - Runcong Zhao; Wenjia Zhang; Jiazheng Li 002; Lixing Zhu; Yanran Li; Yulan He 001; Lin Gui 003 (EACL (Demonstrations), 2024)

Calibrating LLMs with Preference Optimization on Thought Trees for Generating Rationale in Science Question Scoring. - Jiazheng Li 002; Hainiu Xu; Zhaoyue Sun; Yuxiang Zhou; David West; Cesare Aloisi; Yulan He 001 (EMNLP (Findings), 2024)

Eliminating Biased Length Reliance of Direct Preference Optimization via Down-Sampled KL Divergence. - Junru Lu; Jiazheng Li 002; Siyu An; Meng Zhao; Yulan He 001; Di Yin; Xing Sun 001 (EMNLP, 2024)

The Mystery of In-Context Learning: A Comprehensive Survey on Interpretation and Analysis. - Yuxiang Zhou; Jiazheng Li 002; Yanzheng Xiang; Hanqi Yan; Lin Gui 003; Yulan He 001 (EMNLP, 2024)

AERA Chat: An Interactive Platform for Automated Explainable Student Answer Assessment. - Jiazheng Li 002; Artem Bobrov; David West; Cesare Aloisi; Yulan He 001 (CoRR, 2024)

An Automated Explainable Educational Assessment System Built on LLMs. - Jiazheng Li 002; Artem Bobrov; David West; Cesare Aloisi; Yulan He 001 (AAAI, 2025)

ExDDI: Explaining Drug-Drug Interaction Predictions with Natural Language. - Zhaoyue Sun; Jiazheng Li 002; Gabriele Pergola; Yulan He 001 (AAAI, 2025)

Drift: Enhancing LLM Faithfulness in Rationale Generation via Dual-Reward Probabilistic Inference. - Jiazheng Li 002; Hanqi Yan; Yulan He 001 (ACL (1), 2025)

RoleMRC: A Fine-Grained Composite Benchmark for Role-Playing and Instruction-Following. - Junru Lu; Jiazheng Li 002; Guodong Shen; Lin Gui 003; Siyu An; Yulan He 001; Di Yin; Xing Sun 001 (ACL (Findings), 2025)

EnigmaToM: Improve LLMs' Theory-of-Mind Reasoning Capabilities with Neural Knowledge Base of Entity States. - Hainiu Xu; Siya Qi; Jiazheng Li 002; Yuxiang Zhou; Jinhua Du; Caroline Catmur; Yulan He 001 (ACL (Findings), 2025)

Two Heads Are Better Than One: Dual-Model Verbal Reflection at Inference-Time. - Jiazheng Li 002; Yuxiang Zhou; Junru Lu; Gladys Tyen; Lin Gui 003; Cesare Aloisi; Yulan He 001 (CoRR, 2025)

LearnLens: LLM-Enabled Personalised, Curriculum-Grounded Feedback with Educators in the Loop. - Runcong Zhao; Artem Bobrov; Jiazheng Li 002; Yulan He 001 (CoRR, 2025)