Selected Papers
Topics
DataPretrainingFinetuningReinforcement LearningReasoningAgentEvaluationEfficiencySpeech
AutoScientist: Recursive Self-Improvement for Coding Agents in Long-Horizon Tasks Agent
Zongqian Li, Yaoyiran Li, Yaohui Guo, Ming Zhang, Nigel Collier, Eugene Ie
Work in Progress
AutoScientist-Quant: Self-Evolving Coding Agents for Automatic Research in Quantitative Investment Agent
Zongqian Li, Yaoyiran Li, Yaohui Guo, Ming Zhang, Nigel Collier, Eugene Ie
Under Review
Breaking Training Bottlenecks: Effective and Stable Reinforcement Learning for Coding Models Reinforcement Learning
Zongqian Li, Shaohan Huang, Zewen Chi, Yixuan Su, Lexin Zhou, Li Dong, Nigel Collier, Furu Wei
Under Review
Scaling Data Difficulty: Improving Coding Models via Reinforcement Learning on Fresh and Challenging Problems DataReinforcement Learning
Zongqian Li, Tengchao Lv, Shaohan Huang, Yixuan Su, Qinzheng Sun, Qiufeng Yin, Ying Xin, Scarlett Li, Lei Cui, Nigel Collier, Furu Wei
Under Review
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning FinetuningEfficiency
Zongqian Li, Yixuan Su, Nigel Collier
NeurIPS 2025
500xCompressor: Generalized Prompt Compression for Large Language Models ReasoningEfficiency
Zongqian Li, Yixuan Su, Nigel Collier
ACL 2025
ReasonGraph: Visualization of Reasoning Methods and Extended Inference Paths ReasoningEfficiency
Zongqian Li, Ehsan Shareghi, Nigel Collier
ACL 2025 (GitHub 500+ Stars)
Flexi-LoRA with Input-Adaptive Ranks: Efficient Finetuning for Speech and Reasoning Tasks FinetuningEfficiencySpeech
Zongqian Li, Yixuan Su, Han Zhou, Zihao Fu, Nigel Collier
ICASSP 2026
Prompt Compression for Large Language Models: A Survey Efficiency
Zongqian Li, Yinhong Liu, Yixuan Su, Nigel Collier
NAACL 2025 (Selected Oral)
Auto-generating Question-answering Datasets with Domain-specific Knowledge for Language Models in Scientific Tasks DataPretraining
Zongqian Li, Jacqueline Cole
Digital Discovery (Q1)
A Survey on Prompt Tuning Finetuning
Zongqian Li, Yixuan Su, Nigel Collier
ICML 2025 Workshop
General Scales Unlock AI Evaluation with Explanatory and Predictive Power Evaluation
Lexin Zhou, Lorenzo Pacchiardi, Fernando Martínez-Plumed, Katherine M. Collins, Yael Moros-Daval, …, Zongqian Li, …, Peter Henderson, Sherry Tongshuang Wu, Patrick C. Kyllonen, Lucy Cheke, Xing Xie, José Hernández-Orallo
Nature