publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2025

  1. ACL
    Offline Reinforcement Learning for LLM Multi-Step Reasoning
    Huaijie Wang*, Shibo Hao*, Hanze Dong, Shenao Zhang, Yilin Bao, Ziran Yang, and Yi Wu
    In Findings of the Association for Computational Linguistics: ACL 2025, 2025
    PDF Code
  2. ICML
    Flow of Reasoning: Efficient Training of LLM Policy with Divergent Thinking
    Fangxu Yu, Lai Jiang, Haoqiang Kang, Shibo Hao, and Lianhui Qin
    In Proceedings of the 42nd International Conference on Machine Learning, 2025
    PDF Code

2024

  1. Preprint
    Training Large Language Models to Reason in a Continuous Latent Space
    Shibo Hao, Sainbayar Sukhbaatar, DiJia Su, Xian Li, Zhiting Hu, Jason Weston, and Yuandong Tian
    arXiv preprint arXiv:2412.06769, 2024
    Featured by Quanta Magazine
    PDF Code
  2. Preprint
    Pandora: Towards General World Model with Natural Language Actions and Video States
    Jiannan Xiang*, Guangyi Liu*, Yi Gu*, Qiyue Gao, Yuting Ning, Yuheng Zha, Zeyu Feng, Tianhua Tao, Shibo Hao, Yemin Shi, Zhengzhong Liu, Eric P. Xing, and Zhiting Hu
    arXiv preprint arXiv:2406.09455, 2024
    HTML PDF Code
  3. COLM
    LLM Reasoners: New Evaluation, Library, and Analysis of Step-by-Step Reasoning with Large Language Models
    Shibo Hao*, Yi Gu*, Haotian Luo*, Tianyang Liu, Xiyan Shao, Xinyuan Wang, Shuhua Xie, Haodi Ma, Adithya Samavedhi, Qiyue Gao, Zhen Wang, and Zhiting Hu
    In Conference on Language Model (COLM), 2024
    Also to appear at Large Language Model (LLM) Agents workshop at ICLR 2024
    HTML PDF Code

2023

  1. NeurIPS
    ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings
    Shibo Hao, Tianyang Liu, Zhen Wang, and Zhiting Hu
    Advances in Neural Information Processing Systems (oral), 2023
    Best Paper Award at SoCalNLP 2023
    PDF Code Poster Slides
  2. EMNLP
    Reasoning with language model is planning with world model
    Shibo Hao*, Yi Gu*, Haodi Ma, Joshua Jiahua Hong, Zhen Wang, Daisy Zhe Wang, and Zhiting Hu
    In Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023
    Featured in State of AI Report 2023
    Also to appear at GenPlan workshop at NeurIPS 2023
    PDF Code Slides
  3. Book
    Neural-Symbolic Interaction and Co-Evolving
    Bowen Tan, Shibo Hao, Eric Xing, and Zhiting Hu
    In Compendium of Neurosymbolic Artificial Intelligence, 2023
  4. ACL
    BertNet: Harvesting Knowledge Graphs with Arbitrary Relations from Pretrained Language Models
    Shibo Hao*, Bowen Tan*, Kaiwen Tang*, Bin Ni, Xiyan Shao, Hengzhe Zhang, Eric Xing, and Zhiting Hu
    In Findings of the Association for Computational Linguistics: ACL 2023, 2023
    PDF Code

2022

  1. ACL
    Does Recommend-Revise Produce Reliable Annotations? An Analysis on Missing Instances in DocRED
    Quzhe Huang, Shibo Hao, Yuan Ye, Shengqi Zhu, Yansong Feng, and Dongyan Zhao
    In Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2022
    PDF Code

2021

  1. EMNLP
    Benchmarking Commonsense Knowledge Base Population with an Effective Evaluation Dataset
    Tianqing Fang, Weiqi Wang, Sehyun Choi, Shibo Hao, Hongming Zhang, Yangqiu Song, and Bin He
    In Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, 2021
    PDF Code