ModelEditingPapers
FreeA paper & resource list on model editing for large language models.
FreeFree tier
About ModelEditingPapers
A curated, up-to-date collection of must-read papers and resources on knowledge editing for large language models, including surveys, benchmarks (e.g., KnowEdit), and tutorials from top AI conferences (AAAI, COLING, IJCAI, etc.). Maintained by the ZJUNLP group, this repository covers state-of-the-art methods, knowledge mechanisms, and practical frameworks like EasyEdit, with regular updates as new papers are accepted at NeurIPS, ACL, EMNLP, and other leading venues.
Key Features
Comprehensive collection of must-read papers on knowledge editing for LLMs
Includes tutorials from top AI conferences (AAAI, COLING, IJCAI, AACL, etc.)
Covers surveys, benchmarks like KnowEdit, and specific editing methods
References tools like EasyEdit for practical implementation
Regularly updated with latest research accepted at NeurIPS, ACL, EMNLP
Pros & Cons
Pros
- Extensive and expertly curated collection of cutting-edge research
- Includes both theoretical papers and practical frameworks like EasyEdit
- Regular updates with latest accepted papers from top conferences
- Covers multiple modalities and applications (text, multimodal, detoxification)
Cons
- May be overwhelming for newcomers due to the large volume of content
- Primarily a list of references; requires reading individual papers for detailed understanding
Best For
Research on knowledge editing and updating in large language modelsStaying informed on state-of-the-art methods and benchmarksFinding resources for tutorials and educational materials on LLM editingEvaluating model editing techniques using curated benchmarks
FAQ
What is the purpose of this repository?
To compile must-read papers and resources on knowledge editing for large language models, including tutorials, surveys, benchmarks, and related tools.
How frequently is this list updated?
The repository is actively maintained, with updates as new papers are accepted at major conferences such as NeurIPS, ACL, EMNLP, and AAAI.
Are there practical tools included in the repository?
Yes, the repository references the EasyEdit framework, an easy-to-use knowledge editing framework for LLMs, along with other resources.