code-act

by xingyaoww · Agent Tool · ★ 1.6k

About code-act

Executable Code Actions Elicit Better LLM Agents 📃 Paper • 🤗 Data (CodeActInstruct) • 🤗 Model (CodeActAgent-Mistral-7b-v0.1) • 🤖 Chat with CodeActAgent! We propose to use executable code to consolidate LLM agents’ actions into a unified action space (CodeAct). Integrated with a Python interpreter, CodeAct can execute code actions and dynamically revise prior actions or emit new actions upon new observations (e.g., code execution results) through multi-turn interactions (check out this example!).

llmllm-agentllm-finetuningllm-framework

Quick Facts

Stars1,616
Forks129
LanguagePython
CategoryAgent Tool
LicenseMIT
Quality Score67.4430635539041/100
Open Issues13
Last Updated2024-05-23
Created2024-01-13
Platformspython
Est. Tokens~1639k

Compatible Skills

These tools work well together with code-act for enhanced workflows:

  • SimplerLLM — semantic(0.35)+complementary+rare_topics+same_lang+similar_pop+shared_platform (62%)
  • Agently — semantic(0.19)+complementary+rare_topics+same_lang+similar_pop+shared_platform (56%)
  • mirascope — semantic(0.27)+complementary+same_lang+similar_pop+shared_platform (55%)
  • TapeAgents — semantic(0.26)+complementary+same_lang+similar_pop+shared_platform (54%)
  • Toucan — semantic(0.23)+complementary+same_lang+similar_pop+shared_platform (53%)

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Frequently Asked Questions

What is code-act?

code-act is Official Repo for ICML 2024 paper "Executable Code Actions Elicit Better LLM Agents" by Xingyao Wang, Yangyi Chen, Lifan Yuan, Yizhe Zhang, Yunzhu Li, Hao Peng, Heng Ji.. It is categorized as a Agent Tool with 1.6k GitHub stars.

What programming language is code-act written in?

code-act is primarily written in Python. It covers topics such as llm, llm-agent, llm-finetuning.

How do I install or use code-act?

You can find installation instructions and usage details in the code-act GitHub repository at github.com/xingyaoww/code-act. The project has 1.6k stars and 129 forks, indicating an active community.

What license does code-act use?

code-act is released under the MIT license, making it free to use and modify according to the license terms.

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