TRAD: Enhancing LLM Agents with Step-Wise Thought Retrieval and Aligned Decision-Reference-Cited by-同舟云学术

TRAD: Enhancing LLM Agents with Step-Wise Thought Retrieval and Aligned Decision

Published:2024-07-10 Issue: Volume:70 Page:3-13
ISSN:
Container-title:Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval
language:
Short-container-title:

Author:

Zhou Ruiwen¹^ORCID,Yang Yingxuan¹^ORCID,Wen Muning¹^ORCID,Wen Ying¹^ORCID,Wang Wenhao²^ORCID,Xi Chunling²^ORCID,Xu Guoqiang²^ORCID,Yu Yong¹^ORCID,Zhang Weinan¹^ORCID

Affiliation:

1. Shanghai Jiao Tong University, Shanghai, China

2. China Pacific Insurance, Shanghai, China

Funder

Shanghai Municipal Science and Technology Major Project

National Natural Science Foundation of China

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3626772.3657788

Reference43 articles.

1. Maciej Besta, Nils Blach, Ales Kubicek, Robert Gerstenberger, Lukas Gianinazzi, Joanna Gajda, Tomasz Lehmann, Michal Podstawski, Hubert Niewiadomski, Piotr Nyczyk, and Torsten Hoefler. 2023. Graph of Thoughts: Solving Elaborate Problems with Large Language Models. arXiv preprint arXiv:2308.09687 (2023).

2. Xiang Deng, Yu Gu, Boyuan Zheng, Shijie Chen, Samuel Stevens, Boshi Wang, Huan Sun, and Yu Su. 2023. Mind2Web: Towards a Generalist Agent for the Web. In Proceedings of the 37th Advances in Neural Information Processing Systems (NeurIPS).

3. Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2018. Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805 (2018).

4. Ruomeng Ding, Chaoyun Zhang, Lu Wang, Yong Xu, Minghua Ma, Wei Zhang, Si Qin, Saravan Rajmohan, Qingwei Lin, and Dongmei Zhang. 2023. Everything of thoughts: Defying the law of penrose triangle for thought generation. arXiv preprint arXiv:2311.04254 (2023).