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Lujie Niu

2 accepted papers

2025

CoTD-PO: Chain-of-Thought Distillation with Preference Optimization

EMNLP 2025

Chain-of-Thought (CoT) distillation has emerged as a promising paradigm to enhance the reasoning ability of small language models by imitating the reasoning and outputs of larger teacher models. However, existing approaches suffer from a critical limitation: a distribution mismatch between teacher-g

2025

Collab-Overcooked: Benchmarking and Evaluating Large Language Models as Collaborative Agents

EMNLP 2025

Large Language Models (LLMs) based agent systems have made great strides in real-world applications beyond traditional NLP tasks. This paper proposes a new LLM-based Multi-Agent System (LLM-MAS) benchmark, Collab-Overcooked, built on the popular Overcooked-AI game with more applicable and challengin