Call Me When Necessary: LLMs can Efficiently and Faithfully Reason over Structured Environments

no code implementations • 13 Mar 2024 • Sitao Cheng, Ziyuan Zhuang, Yong Xu, Fangkai Yang, Chaoyun Zhang, Xiaoting Qin, Xiang Huang, Ling Chen, QIngwei Lin, Dongmei Zhang, Saravan Rajmohan, Qi Zhang

We instantiate the path on structured environments and provide feedback to edit the path if anything goes wrong.

TaskWeaver: A Code-First Agent Framework

1 code implementation • 29 Nov 2023 • Bo Qiao, Liqun Li, Xu Zhang, Shilin He, Yu Kang, Chaoyun Zhang, Fangkai Yang, Hang Dong, Jue Zhang, Lu Wang, Minghua Ma, Pu Zhao, Si Qin, Xiaoting Qin, Chao Du, Yong Xu, QIngwei Lin, Saravan Rajmohan, Dongmei Zhang

TaskWeaver provides support for rich data structures, flexible plugin usage, and dynamic plugin selection, and leverages LLM coding capabilities for complex logic.

Natural Language Understanding