SuperAPI AI Directory

update-paper-index

Coding & development

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Updated 10-15 22:15

About this skill

Update the paper index

Any PR that implements a method, algorithm, or training approach from a research paper must add a corresponding subsection to docs/source/paper_index.md. When reviewing such a PR, check that the file was updated.

Entry format

The file is organized as one ## section per method family (usually one per trainer), each holding ### subsections, one per paper.

Each entry contains:

  1. The paper title as the ### heading.
  2. A paper link line, using the Hugging Face paper page (same ID as arXiv), never an arxiv.org link:
    **📜 Paper**: https://huggingface.co/papers/<id>
    
  3. A few sentences on what the paper introduces and how it maps to TRL.
  4. A Python snippet showing the TRL config that reproduces the paper's setting, with the paper's hyperparameters quoted in comments:
    from trl import GRPOConfig, GRPOTrainer
    

training_args = GRPOConfig( beta=0.001, # "the KL coefficient to 0.001" num_generations=16, # "For each question, we sample 16 outputs..." )

When the paper doesn't specify hyperparameters, say so in a comment rather than inventing values.

## Placement

- If the paper belongs to an existing method family, add it under that `##` section.
- If it introduces a new trainer or family, add a new `##` section with a one-line pointer to the trainer, e.g. `Papers relating to the [`GRPOTrainer`].`