Zhengliang Shi

39 papers A* 5Journal 24Unranked 10
YearRankTypeTitle / Venue / Authors
2026 J jnl
Self-Compression of Chain-of-Thought via Multi-Agent Reinforcement Learning.
CoRR
Yiqun Chen, Jinyuan Feng, Wei Yang, Meizhi Zhong, Zhengliang Shi, Rui Li, Xiaochi Wei, Yan Gao, Yi Wu, Yao Hu, Zhiqiang Pu, Jiaxin Mao
2025 J jnl
BatonVoice: An Operationalist Framework for Enhancing Controllable Speech Synthesis with Linguistic Intelligence from LLMs.
CoRR
Yue Wang, Ruotian Ma, Xingyu Chen, Zhengliang Shi, Wanshun Chen, Huang Liu, Jiadi Yao, Qu Yang, Qingxuan Jiang, Fanghua Ye, Juntao Li, Min Zhang, Zhaopeng Tu, Xiaolong Li, Linus
2025 — conf
Bridging the Capability Gap: Joint Alignment Tuning for Harmonizing LLM-based Multi-Agent Systems.
EMNLP (Findings)
Minghang Zhu, Zhengliang Shi, Zhiwei Xu, Shiguang Wu, Lingjie Wang, Pengjie Ren, Zhaochun Ren, Zhumin Chen
2025 J jnl
Bridging the Capability Gap: Joint Alignment Tuning for Harmonizing LLM-based Multi-Agent Systems.
CoRR
Minghang Zhu, Zhengliang Shi, Zhiwei Xu, Shiguang Wu, Lingjie Wang, Pengjie Ren, Zhaochun Ren, Zhumin Chen
2025 J jnl
Deep Research: A Systematic Survey.
CoRR
Zhengliang Shi, Yiqun Chen, Haitao Li, Weiwei Sun, Shiyu Ni, Yougang Lyu, Run-Ze Fan, Bowen Jin, Yixuan Weng, Minjun Zhu, Qiujie Xie, Xinyu Guo, Qu Yang, Jiayi Wu, Jujia Zhao, Xiaqiang Tang, Xinbei Ma, Cunxiang Wang, Jiaxin Mao, Qingyao Ai, Jen-tse Huang, Wenxuan Wang, Yue Zhang, Yiming Yang, Zhaopeng Tu, Zhaochun Ren
2025 J jnl
Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language Models.
CoRR
Zhengliang Shi, Lingyong Yan, Weiwei Sun, Yue Feng, Pengjie Ren, Xinyu Ma, Shuaiqiang Wang, Dawei Yin, Maarten de Rijke, Zhaochun Ren
2025 — conf
Divide-Then-Aggregate: An Efficient Tool Learning Method via Parallel Tool Invocation.
ACL (1)
Dongsheng Zhu, Weixian Shi, Zhengliang Shi, Zhaochun Ren, Shuaiqiang Wang, Lingyong Yan, Dawei Yin
2025 J jnl
Divide-Then-Aggregate: An Efficient Tool Learning Method via Parallel Tool Invocation.
CoRR
Dongsheng Zhu, Weixian Shi, Zhengliang Shi, Zhaochun Ren, Shuaiqiang Wang, Lingyong Yan, Dawei Yin
2025 J jnl
Evolution without Large Models: Training Language Model with Task Principles.
CoRR
Minghang Zhu, Shen Gao, Zhengliang Shi, Jiabao Fang, Pengjie Ren, Zhaochun Ren, Zhumin Chen, Shuo Shang
2025 J jnl
Iterative Self-Incentivization Empowers Large Language Models as Agentic Searchers.
CoRR
Zhengliang Shi, Lingyong Yan, Dawei Yin, Suzan Verberne, Maarten de Rijke, Zhaochun Ren
2025 — conf
Medical Question-Physician Robustness Routing for Community Healthcare Services.
CCIR
Wenchao Sun, Zhengliang Shi, Pengjie Ren, Jun Ma, Zhaochun Ren, Zhumin Chen
2025 A* conf
Mitigating Hallucinations in Large Vision-Language Models via Entity-Centric Multimodal Preference Optimization.
EMNLP
Jiulong Wu, Zhengliang Shi, Shuaiqiang Wang, Jizhou Huang, Dawei Yin, Lingyong Yan, Min Cao, Min Zhang
2025 J jnl
Mitigating Hallucinations in Large Vision-Language Models via Entity-Centric Multimodal Preference Optimization.
CoRR
Jiulong Wu, Zhengliang Shi, Shuaiqiang Wang, Jizhou Huang, Dawei Yin, Lingyong Yan, Min Cao, Min Zhang
2025 J jnl
OpenReward: Learning to Reward Long-form Agentic Tasks via Reinforcement Learning.
CoRR
Ziyou Hu, Zhengliang Shi, Minghang Zhu, Haitao Li, Teng Sun, Pengjie Ren, Suzan Verberne, Zhaochun Ren
2025 J jnl
Peeking inside the Black-Box: Reinforcement Learning for Explainable and Accurate Relation Extraction.
CoRR
Xinyu Guo, Zhengliang Shi, Minglai Yang, Mahdi Rahimi, Mihai Surdeanu
2025 — conf
Retrieval Models Aren't Tool-Savvy: Benchmarking Tool Retrieval for Large Language Models.
ACL (Findings)
Zhengliang Shi, Yuhan Wang, Lingyong Yan, Pengjie Ren, Shuaiqiang Wang, Dawei Yin, Zhaochun Ren
2025 J jnl
Retrieval Models Aren't Tool-Savvy: Benchmarking Tool Retrieval for Large Language Models.
CoRR
Zhengliang Shi, Yuhan Wang, Lingyong Yan, Pengjie Ren, Shuaiqiang Wang, Dawei Yin, Zhaochun Ren
2025 J jnl
Social Welfare Function Leaderboard: When LLM Agents Allocate Social Welfare.
CoRR
Zhengliang Shi, Ruotian Ma, Jen-tse Huang, Xinbei Ma, Xingyu Chen, Mengru Wang, Qu Yang, Yue Wang, Fanghua Ye, Ziyang Chen, Shanyi Wang, Cixing Li, Wenxuan Wang, Zhaopeng Tu, Xiaolong Li, Zhaochun Ren, Linus
2025 — conf
TTPA: Token-level Tool-use Preference Alignment Training Framework with Fine-grained Evaluation.
EMNLP (Findings)
Chengrui Huang, Shen Gao, Zhengliang Shi, Dongsheng Wang, Shuo Shang
2025 J jnl
TTPA: Token-level Tool-use Preference Alignment Training Framework with Fine-grained Evaluation.
CoRR
Chengrui Huang, Shen Gao, Zhengliang Shi, Dongsheng Wang, Shuo Shang
2025 J jnl
The Hunger Game Debate: On the Emergence of Over-Competition in Multi-Agent Systems.
CoRR
Xinbei Ma, Ruotian Ma, Xingyu Chen, Zhengliang Shi, Mengru Wang, Jen-tse Huang, Qu Yang, Wenxuan Wang, Fanghua Ye, Qingxuan Jiang, Mengfei Zhou, Zhuosheng Zhang, Rui Wang, Hai Zhao, Zhaopeng Tu, Xiaolong Li, Linus
2025 A* conf
Tool Learning in the Wild: Empowering Language Models as Automatic Tool Agents.
WWW
Zhengliang Shi, Shen Gao, Lingyong Yan, Yue Feng, Xiuyi Chen, Zhumin Chen, Dawei Yin, Suzan Verberne, Zhaochun Ren
2024 J jnl
360{\deg}REA: Towards A Reusable Experience Accumulation with 360{\deg} Assessment for Multi-Agent System.
CoRR
Shen Gao, Hao Li, Zhengliang Shi, Chengrui Huang, Quan Tu, Zhiliang Tian, Minlie Huang, Shuo Shang
2024 — conf
360°REA: Towards A Reusable Experience Accumulation with 360° Assessment for Multi-Agent System.
ACL (Findings)
Shen Gao, Hao Li, Zhengliang Shi, Chengrui Huang, Quan Tu, Shuo Shang, Zhiliang Tian, Minlie Huang
2024 J jnl
Chain of Tools: Large Language Model is an Automatic Multi-tool Learner.
CoRR
Zhengliang Shi, Shen Gao, Xiuyi Chen, Yue Feng, Lingyong Yan, Haibo Shi, Dawei Yin, Zhumin Chen, Suzan Verberne, Zhaochun Ren
2024 A* conf
Confucius: Iterative Tool Learning from Introspection Feedback by Easy-to-Difficult Curriculum.
AAAI
Shen Gao, Zhengliang Shi, Minghang Zhu, Bowen Fang, Xin Xin, Pengjie Ren, Zhumin Chen, Jun Ma, Zhaochun Ren
2024 — conf
Generate-then-Ground in Retrieval-Augmented Generation for Multi-hop Question Answering.
ACL (1)
Zhengliang Shi, Shuo Zhang, Weiwei Sun, Shen Gao, Pengjie Ren, Zhumin Chen, Zhaochun Ren
2024 J jnl
Generate-then-Ground in Retrieval-Augmented Generation for Multi-hop Question Answering.
CoRR
Zhengliang Shi, Shuo Zhang, Weiwei Sun, Shen Gao, Pengjie Ren, Zhumin Chen, Zhaochun Ren
2024 — conf
Learning to Use Tools via Cooperative and Interactive Agents.
EMNLP (Findings)
Zhengliang Shi, Shen Gao, Xiuyi Chen, Yue Feng, Lingyong Yan, Haibo Shi, Dawei Yin, Pengjie Ren, Suzan Verberne, Zhaochun Ren
2024 J jnl
Learning to Use Tools via Cooperative and Interactive Agents.
CoRR
Zhengliang Shi, Shen Gao, Xiuyi Chen, Lingyong Yan, Haibo Shi, Dawei Yin, Zhumin Chen, Pengjie Ren, Suzan Verberne, Zhaochun Ren
2024 A* conf
MAIR: A Massive Benchmark for Evaluating Instructed Retrieval.
EMNLP
Weiwei Sun, Zhengliang Shi, Wu Long, Lingyong Yan, Xinyu Ma, Yiding Liu, Min Cao, Dawei Yin, Zhaochun Ren
2024 J jnl
MAIR: A Massive Benchmark for Evaluating Instructed Retrieval.
CoRR
Weiwei Sun, Zhengliang Shi, Jiulong Wu, Lingyong Yan, Xinyu Ma, Yiding Liu, Min Cao, Dawei Yin, Zhaochun Ren
2024 J jnl
What Affects the Stability of Tool Learning? An Empirical Study on the Robustness of Tool Learning Frameworks.
CoRR
Chengrui Huang, Zhengliang Shi, Yuntao Wen, Xiuying Chen, Peng Han, Shen Gao, Shuo Shang
2023 J jnl
Confucius: Iterative Tool Learning from Introspection Feedback by Easy-to-Difficult Curriculum.
CoRR
Shen Gao, Zhengliang Shi, Minghang Zhu, Bowen Fang, Xin Xin, Pengjie Ren, Zhumin Chen, Jun Ma
2023 A* conf
Contrastive Learning Reduces Hallucination in Conversations.
AAAI
Weiwei Sun, Zhengliang Shi, Shen Gao, Pengjie Ren, Maarten de Rijke, Zhaochun Ren
2023 — conf
RADE: Reference-Assisted Dialogue Evaluation for Open-Domain Dialogue.
ACL (1)
Zhengliang Shi, Weiwei Sun, Shuo Zhang, Zhen Zhang, Pengjie Ren, Zhaochun Ren
2023 J jnl
RADE: Reference-Assisted Dialogue Evaluation for Open-Domain Dialogue.
CoRR
Zhengliang Shi, Weiwei Sun, Shuo Zhang, Zhen Zhang, Pengjie Ren, Zhaochun Ren
2023 — conf
Towards a Unified Framework for Reference Retrieval and Related Work Generation.
EMNLP (Findings)
Zhengliang Shi, Shen Gao, Zhen Zhang, Xiuying Chen, Zhumin Chen, Pengjie Ren, Zhaochun Ren
2022 J jnl
Contrastive Learning Reduces Hallucination in Conversations.
CoRR
Weiwei Sun, Zhengliang Shi, Shen Gao, Pengjie Ren, Maarten de Rijke, Zhaochun Ren