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License: MIT License
Awesome things about LLM-powered agents. Papers / Repos / Blogs / ...
License: MIT License
Hi! Thanks for the repo. There was a paper from Deepmind "Large Language Models Cannot Self-Correct Reasoning Yet" that seemed to say that Reflexion(which is listed in this repo) or any self-correction methods up to this point don't seem to work. The criticism for Reflexion in particular was that the authors used oracle labels(ground truth) for evaluation and I think they claimed removing that removed the performance gains. I think technically the part the paper agreed on is that external feedback can be useful.
Hi, what a fantastic resource for developing intelligent LLM agents!
I wanted to highlight a recent paper presented at ACL 2024 Findings: TimeChara: Evaluating Point-in-Time Character Hallucination of Role-Playing Large Language Models.
This study focuses on assessing hallucinations in role-playing LLM agents when they simulate characters at specific moments in time.
We would greatly appreciate it if you could consider adding our paper to your survey under [Section: Application / Gaming & Role-Playing].
Thanks!
Congratulations on your impressive paper list!
We have a related paper on LLM Agents playing Trust Games.
Can Large Language Model Agents Simulate Human Trust Behaviors?
Dear authors,
We hope this comment finds you well. We wanted to take a moment to bring your attention to a relevant paper from our lab that has recently been accepted to NeurIPS 2023:
Leveraging Pre-trained Large Language Models to Construct and Utilize World Models for Model-based Task Planning โ The key idea of this work is to extract an explicit domain with LLM and thereby allow the agent to use external symbolic task planner.
We would be grateful if you would consider including our papers in your survey. We believe it would greatly benefit the readers interested in this burgeoning area of LLM-driven agents.
Best regards
Lin
Great collection! See how you like ReWOO since it's parallel to ReAct.
https://github.com/billxbf/ReWOO
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