Publications · Yongqi Li

2026

Controlling Multimodal Conversational Agents with Coverage-Enhanced Latent Actions

Yongqi Li^†, Hao Lang^†, Tieyun Qian^*, Yongbin Li^*

Understanding Generalization in Role-Playing Models via Information Theory

Yongqi Li^†, Hao Lang^†, Fei Huang, Tieyun Qian^*, Yongbin Li^*

Recursive Short-to-Long Generalization for Multi-hop Reasoning

Mayi Xu, Ke Sun, Jianhao Chen, Qiankun Pi, Guixin Su, Yunfeng Ning, Yongqi Li, Yuanyuan Zhu, Ming Zhong, Jiawei Jiang, Tieyun Qian^*

How Robust are Large Language Models Against Word-Level Spurious Correlations? A Causal Discovery Approach

Xin Miao, Yongqi Li, Hankun Kang, Mayi Xu, Jintao Wen, Yuyang Ren, Tieyun Qian^*

Debiasing LLMs in Knowledge-Intensive Tasks via Information-Gain Guided Front-Door Adjustment

Xin Miao, Yongqi Li, Hankun Kang, Mayi Xu, Jintao Wen, Yuanyuan Zhu, Ming Zhong, Jiawei Jiang, Tieyun Qian^*

Developing Continuous Toxicity Detection Against Increasing Types of Perturbed Toxic Text

Hankun Kang, Jianhao Chen, Yongqi Li, Xin Miao, Mayi Xu, Shen Zhou, Ming Zhong, Yuanyuan Zhu, Tieyun Qian^*

2025

Aligning VLM Assistants with Personalized Situated Cognition

Yongqi Li, Shen Zhou, Xiaohu Li, Xin Miao, Jintao Wen, Mayi Xu, Jianhao Chen, Birong Pan, Hankun Kang, Yuanyuan Zhu^*, Ming Zhong, Tieyun Qian^*

Strong Empowered and Aligned Weak Mastered Annotation for Weak-to-Strong Generalization

Yongqi Li, Xin Miao, Mayi Xu, Tieyun Qian^*

Enhancing Relation Extraction via Supervised Rationale Verification and Feedback

Yongqi Li, Xin Miao, Shen Zhou, Mayi Xu, Yuyang Ren, Tieyun Qian^*

A Survey on Training-free Alignment of Large Language Models

Birong Pan, Yongqi Li, Weiyu Zhang, Wenpeng Lu, Mayi Xu, Shen Zhou, Yuanyuan Zhu, Ming Zhong, Tieyun Qian^*

2024

Adaption-of-Thought: Learning Question Difficulty Improves Large Language Models for Reasoning

Mayi Xu, Yongqi Li, Ke Sun, Tieyun Qian^*

Episodic Memory Retrieval from LLMs: A Neuromorphic Mechanism to Generate Commonsense Counterfactuals for Relation Extraction

Xin Miao, Yongqi Li, Shen Zhou, Tieyun Qian^*

An Ensemble-of-Experts Framework for Rehearsal-free Continual Relation Extraction

Shen Zhou, Yongqi Li, Xin Miao, Tieyun Qian^*

Prompting Large Language Models for Counterfactual Generation: An Empirical Study

Yongqi Li^†, Mayi Xu^†, Xin Miao^†, Shen Zhou^†, Tieyun Qian^*

2023

Generating Commonsense Counterfactuals for Stable Relation Extraction

Xin Miao, Yongqi Li, Tieyun Qian^*

Type-Aware Decomposed Framework for Few-Shot Named Entity Recognition

Yongqi Li, Yu Yu, Tieyun Qian^*

Cold-start Multi-hop Reasoning by Hierarchical Guidance and Self-verification

Mayi Xu, Ke Sun, Yongqi Li, Tieyun Qian^*