Generate-then-Ground in Retrieval-Augmented Generation for Multi-hop Question Answering ACL

Zhengliang Shi | Shuo Zhang | Weiwei Sun | Shen Gao | Pengjie Ren | Zhumin Chen | Zhaochun Ren |

360∘REA: Towards A Reusable Experience Accumulation with 360∘ Assessment for Multi-Agent System F i n d i n g s - A C L

Shen Gao | Hao Li | Zhengliang Shi | Chengrui Huang | Quan Tu | Shuo Shang | Zhiliang Tian | Minlie Huang |

MAIR: A Massive Benchmark for Evaluating Instructed Retrieval EMNLP

Weiwei Sun | Zhengliang Shi | Wu Jiu Long | Lingyong Yan | Xinyu Ma | Yiding Liu | Min Cao | Dawei Yin | Zhaochun Ren |

Learning to Use Tools via Cooperative and Interactive Agents F i n d i n g s - E M N L P

Zhengliang Shi | Shen Gao | Xiuyi Chen | Yue Feng | Lingyong Yan | Haibo Shi | Dawei Yin | Pengjie Ren | Suzan Verberne | Zhaochun Ren |