Contrastive Learning Reduces Hallucination in Conversations. - Weiwei Sun 001; Zhengliang Shi; Shen Gao; Pengjie Ren; Maarten de Rijke; Zhaochun Ren (AAAI, 2023)

RADE: Reference-Assisted Dialogue Evaluation for Open-Domain Dialogue. - Zhengliang Shi; Weiwei Sun 001; Shuo Zhang 006; Zhen Zhang; Pengjie Ren; Zhaochun Ren (ACL (1), 2023)

Towards a Unified Framework for Reference Retrieval and Related Work Generation. - Zhengliang Shi; Shen Gao; Zhen Zhang; Xiuying Chen; Zhumin Chen; Pengjie Ren; Zhaochun Ren (EMNLP (Findings), 2023)

Confucius: Iterative Tool Learning from Introspection Feedback by Easy-to-Difficult Curriculum. - Shen Gao; Zhengliang Shi; Minghang Zhu; Bowen Fang; Xin Xin 003; Pengjie Ren; Zhumin Chen; Jun Ma 001 (CoRR, 2023)

Confucius: Iterative Tool Learning from Introspection Feedback by Easy-to-Difficult Curriculum. - Shen Gao; Zhengliang Shi; Minghang Zhu; Bowen Fang; Xin Xin 003; Pengjie Ren; Zhumin Chen; Jun Ma 001; Zhaochun Ren (AAAI, 2024)

360°REA: Towards A Reusable Experience Accumulation with 360° Assessment for Multi-Agent System. - Shen Gao; Hao Li; Zhengliang Shi; Chengrui Huang 001; Quan Tu; Shuo Shang; Zhiliang Tian; Minlie Huang (ACL (Findings), 2024)

Generate-then-Ground in Retrieval-Augmented Generation for Multi-hop Question Answering. - Zhengliang Shi; Shuo Zhang 006; Weiwei Sun 001; Shen Gao; Pengjie Ren; Zhumin Chen; Zhaochun Ren (ACL (1), 2024)

MAIR: A Massive Benchmark for Evaluating Instructed Retrieval. - Weiwei Sun 001; Zhengliang Shi; Wu Long; Lingyong Yan; Xinyu Ma; Yiding Liu; Min Cao; Dawei Yin; Zhaochun Ren (EMNLP, 2024)

Learning to Use Tools via Cooperative and Interactive Agents. - Zhengliang Shi; Shen Gao; Xiuyi Chen; Yue Feng 002; Lingyong Yan; Haibo Shi; Dawei Yin; Pengjie Ren; Suzan Verberne; Zhaochun Ren (EMNLP (Findings), 2024)

Learning to Use Tools via Cooperative and Interactive Agents. - Zhengliang Shi; Shen Gao; Xiuyi Chen; Lingyong Yan; Haibo Shi; Dawei Yin; Zhumin Chen; Pengjie Ren; Suzan Verberne; Zhaochun Ren (CoRR, 2024)

360{ deg}REA: Towards A Reusable Experience Accumulation with 360{ deg} Assessment for Multi-Agent System. - Shen Gao; Hao Li; Zhengliang Shi; Chengrui Huang 001; Quan Tu; Zhiliang Tian; Minlie Huang; Shuo Shang (CoRR, 2024)

Chain of Tools: Large Language Model is an Automatic Multi-tool Learner. - Zhengliang Shi; Shen Gao; Xiuyi Chen; Yue Feng 002; Lingyong Yan; Haibo Shi; Dawei Yin; Zhumin Chen; Suzan Verberne; Zhaochun Ren (CoRR, 2024)

What Affects the Stability of Tool Learning? An Empirical Study on the Robustness of Tool Learning Frameworks. - Chengrui Huang 001; Zhengliang Shi; Yuntao Wen; Xiuying Chen; Peng Han 005; Shen Gao; Shuo Shang (CoRR, 2024)

MAIR: A Massive Benchmark for Evaluating Instructed Retrieval. - Weiwei Sun 001; Zhengliang Shi; Jiulong Wu; Lingyong Yan; Xinyu Ma; Yiding Liu; Min Cao; Dawei Yin; Zhaochun Ren (CoRR, 2024)

Retrieval Models Aren't Tool-Savvy: Benchmarking Tool Retrieval for Large Language Models. - Zhengliang Shi; Yuhan Wang; Lingyong Yan; Pengjie Ren; Shuaiqiang Wang; Dawei Yin; Zhaochun Ren (ACL (Findings), 2025)

Divide-Then-Aggregate: An Efficient Tool Learning Method via Parallel Tool Invocation. - Dongsheng Zhu; Weixian Shi; Zhengliang Shi; Zhaochun Ren; Shuaiqiang Wang; Lingyong Yan; Dawei Yin (ACL (1), 2025)

Tool Learning in the Wild: Empowering Language Models as Automatic Tool Agents. - Zhengliang Shi; Shen Gao; Lingyong Yan; Yue Feng 002; Xiuyi Chen; Zhumin Chen; Dawei Yin; Suzan Verberne; Zhaochun Ren (WWW, 2025)

Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language Models. - Zhengliang Shi; Lingyong Yan; Weiwei Sun 001; Yue Feng 002; Pengjie Ren; Xinyu Ma; Shuaiqiang Wang; Dawei Yin; Maarten de Rijke; Zhaochun Ren (CoRR, 2025)

TTPA: Token-level Tool-use Preference Alignment Training Framework with Fine-grained Evaluation. - Chengrui Huang 001; Shen Gao; Zhengliang Shi; Dongsheng Wang; Shuo Shang (CoRR, 2025)

Iterative Self-Incentivization Empowers Large Language Models as Agentic Searchers. - Zhengliang Shi; Lingyong Yan; Dawei Yin; Suzan Verberne; Maarten de Rijke; Zhaochun Ren (CoRR, 2025)

Mitigating Hallucinations in Large Vision-Language Models via Entity-Centric Multimodal Preference Optimization. - Jiulong Wu; Zhengliang Shi; Shuaiqiang Wang; Jizhou Huang; Dawei Yin; Lingyong Yan; Min Cao; Min Zhang (CoRR, 2025)

Evolution without Large Models: Training Language Model with Task Principles. - Minghang Zhu; Shen Gao; Zhengliang Shi; Jiabao Fang; Pengjie Ren; Zhaochun Ren; Zhumin Chen; Shuo Shang (CoRR, 2025)