zjunlp/KnowSelf

[ACL 2025] Agentic Knowledgeable Self-awareness

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Emerging

This project helps improve how Large Language Models (LLMs) make decisions, especially in complex planning tasks. It allows an LLM to dynamically assess situations and decide when and how to use its knowledge, similar to human self-awareness. It takes an existing LLM, along with task-specific knowledge and examples of good problem-solving steps, and produces an enhanced LLM that can choose the best strategy (fast, slow, or knowledgeable thinking) for a given situation. This is ideal for AI researchers or developers building intelligent agents.

No commits in the last 6 months.

Use this if you are developing AI agents with Large Language Models and want them to make more nuanced, human-like decisions about when to apply knowledge or engage in 'slow thinking' for complex problems.

Not ideal if you need a simple, off-the-shelf solution for basic LLM applications without advanced agentic planning or self-awareness capabilities.

AI Agent Development Large Language Models Decision Making Cognitive AI Autonomous Systems
Stale 6m No Package No Dependents
Maintenance 2 / 25
Adoption 9 / 25
Maturity 16 / 25
Community 12 / 25

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Stars

92

Forks

9

Language

Python

License

MIT

Last pushed

Jun 15, 2025

Commits (30d)

0

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