README.md

Llemma: an open language model for mathematics

Repository for Llemma: an open language model for mathematics [Azerbayev et al 2023].

This repository hosts data and training code related to the following artifacts:

• Llemma 7b [TODO: huggingface links when available]
• Llemma 34b
• Proof-Pile-2
  • AlgebraicStack

This repository also contains submodules related to the overlap, fine-tuning, and theorem proving experiments described in the paper. Additional evaluation code is in a fork of the Eleuther LM Evaluation Harness.

Overview

This repository contains the following directories

• proof_pile_2: scripts for downloading and preprocessing data.
• gpt-neox: git submodule containing a modified branch of EleutherAI/gpt-neox
• finetunes: git submodule containing scripts for the fine-tuning experiments
• llemma_formal2formal: git submodule containing scripts for the formal2formal experiments
• overlap: git submodule containing the overlap and memorization analysis

Because this project contains submodules, you should clone this project with the --recurse-submodules flag or, alternatively, run git submodule update --init --recursive from within the project directory after cloning the project. After running git pull, you should also run git submodule update.

Citation

Please cite the following:

@article{azerbayev2023llemma,
    title={Llemma: an open language model for mathematics},
    author={Zhangir Azerbayev and Hailey Schoelkopf and Keiran Paster and Marco Dos Santos and Stephen McAleer and Albert Q. Jiang and Jia Deng and Stella Biderman and Sean Welleck},
    eprint={xyz.xyz},
    archivePrefix={arXiv}
    year={2023}
}