This mistral model was trained 2x faster with Unsloth and Huggingface's TRL library.

@misc{open-llm-leaderboard-v2, author = {Clémentine Fourrier and Nathan Habib and Alina Lozovskaya and Konrad Szafer and Thomas Wolf}, title = {Open LLM Leaderboard v2}, year = {2024}, publisher = {Hugging Face}, howpublished = "\url{https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard}", }

@software{eval-harness, author = {Gao, Leo and Tow, Jonathan and Biderman, Stella and Black, Sid and DiPofi, Anthony and Foster, Charles and Golding, Laurence and Hsu, Jeffrey and McDonell, Kyle and Muennighoff, Niklas and Phang, Jason and Reynolds, Laria and Tang, Eric and Thite, Anish and Wang, Ben and Wang, Kevin and Zou, Andy}, title = {A framework for few-shot language model evaluation}, month = sep, year = 2021, publisher = {Zenodo}, version = {v0.0.1}, doi = {10.5281/zenodo.5371628}, url = {https://doi.org/10.5281/zenodo.5371628}, }

@misc{zhou2023instructionfollowingevaluationlargelanguage, title={Instruction-Following Evaluation for Large Language Models}, author={Jeffrey Zhou and Tianjian Lu and Swaroop Mishra and Siddhartha Brahma and Sujoy Basu and Yi Luan and Denny Zhou and Le Hou}, year={2023}, eprint={2311.07911}, archivePrefix={arXiv}, primaryClass={cs.CL}, url={https://arxiv.org/abs/2311.07911}, }

@misc{suzgun2022challengingbigbenchtaskschainofthought, title={Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them}, author={Mirac Suzgun and Nathan Scales and Nathanael Schärli and Sebastian Gehrmann and Yi Tay and Hyung Won Chung and Aakanksha Chowdhery and Quoc V. Le and Ed H. Chi and Denny Zhou and Jason Wei}, year={2022}, eprint={2210.09261}, archivePrefix={arXiv}, primaryClass={cs.CL}, url={https://arxiv.org/abs/2210.09261}, }

@misc{hendrycks2021measuringmathematicalproblemsolving, title={Measuring Mathematical Problem Solving With the MATH Dataset}, author={Dan Hendrycks and Collin Burns and Saurav Kadavath and Akul Arora and Steven Basart and Eric Tang and Dawn Song and Jacob Steinhardt}, year={2021}, eprint={2103.03874}, archivePrefix={arXiv}, primaryClass={cs.LG}, url={https://arxiv.org/abs/2103.03874}, }

@misc{rein2023gpqagraduatelevelgoogleproofqa, title={GPQA: A Graduate-Level Google-Proof Q&A Benchmark}, author={David Rein and Betty Li Hou and Asa Cooper Stickland and Jackson Petty and Richard Yuanzhe Pang and Julien Dirani and Julian Michael and Samuel R. Bowman}, year={2023}, eprint={2311.12022}, archivePrefix={arXiv}, primaryClass={cs.AI}, url={https://arxiv.org/abs/2311.12022}, }

@misc{sprague2024musrtestinglimitschainofthought, title={MuSR: Testing the Limits of Chain-of-thought with Multistep Soft Reasoning}, author={Zayne Sprague and Xi Ye and Kaj Bostrom and Swarat Chaudhuri and Greg Durrett}, year={2024}, eprint={2310.16049}, archivePrefix={arXiv}, primaryClass={cs.CL}, url={https://arxiv.org/abs/2310.16049}, }

@misc{wang2024mmluprorobustchallengingmultitask, title={MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark}, author={Yubo Wang and Xueguang Ma and Ge Zhang and Yuansheng Ni and Abhranil Chandra and Shiguang Guo and Weiming Ren and Aaran Arulraj and Xuan He and Ziyan Jiang and Tianle Li and Max Ku and Kai Wang and Alex Zhuang and Rongqi Fan and Xiang Yue and Wenhu Chen}, year={2024}, eprint={2406.01574}, archivePrefix={arXiv}, primaryClass={cs.CL}, url={https://arxiv.org/abs/2406.01574}, }

@misc{open-llm-leaderboard-v1, author = {Edward Beeching and Clémentine Fourrier and Nathan Habib and Sheon Han and Nathan Lambert and Nazneen Rajani and Omar Sanseviero and Lewis Tunstall and Thomas Wolf}, title = {Open LLM Leaderboard (2023-2024)}, year = {2023}, publisher = {Hugging Face}, howpublished = "\url{https://huggingface.co/spaces/open-llm-leaderboard-old/open_llm_leaderboard}" }