# Bairong-Xdynamics/MistakeNotebookLearning

<https://repo.masters-masters.com/en/repos/Bairong-Xdynamics/MistakeNotebookLearning>

[Home](https://repo.masters-masters.com/en) › [Bairong-Xdynamics](https://repo.masters-masters.com/en/owners/Bairong-Xdynamics) › [MistakeNotebookLearning](https://repo.masters-masters.com/en/repos/Bairong-Xdynamics/MistakeNotebookLearning)

Bairong-Xdynamics/MistakeNotebookLearning has 127 stars on GitHub. Its RepoMasters card: Prototype tier. 🎉 Congratulations\! This work has been accepted for…

| Field | Value |
| --- | --- |
| Owner | [Bairong-Xdynamics](https://repo.masters-masters.com/en/owners/Bairong-Xdynamics) |
| Stars | 127 |
| Forks | 7 |
| Language | [Python](https://repo.masters-masters.com/en/languages/python) |
| License | None |
| Created | 2025 |
| Tier | [Prototype (100 to 249 ★)](https://repo.masters-masters.com/en/ranks/rush) |
| View on GitHub | [Bairong-Xdynamics/MistakeNotebookLearning](https://github.com/Bairong-Xdynamics/MistakeNotebookLearning) |

## Repository

🎉 Congratulations\! This work has been accepted for publication as a Findings paper at ACL 2026\! Mistake Notebook Learning (MNL) is a novel, training-free memory framework that enables Large Language Model (LLM) agents to systematically learn from their mistakes

The tier for repos with 100 to 249 ★. Published odds per card pulled: 70%. Rarity: Common.

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