| # Task-name | |
| ### Paper | |
| Title: `Measuring Massive Multitask Language Understanding` | |
| Abstract: `https://arxiv.org/abs/2009.03300` | |
| `The test covers 57 tasks including elementary mathematics, US history, computer science, law, and more.` | |
| Homepage: `https://github.com/hendrycks/test` | |
| Note: The `Flan` variants are derived from [here](https://github.com/jasonwei20/flan-2), and as described in Appendix D.1 of [Scaling Instruction-Finetuned Language Models](https://arxiv.org/abs/2210.11416). | |
| ### Citation | |
| ``` | |
| @article{hendryckstest2021, | |
| title={Measuring Massive Multitask Language Understanding}, | |
| author={Dan Hendrycks and Collin Burns and Steven Basart and Andy Zou and Mantas Mazeika and Dawn Song and Jacob Steinhardt}, | |
| journal={Proceedings of the International Conference on Learning Representations (ICLR)}, | |
| year={2021} | |
| } | |
| @article{hendrycks2021ethics, | |
| title={Aligning AI With Shared Human Values}, | |
| author={Dan Hendrycks and Collin Burns and Steven Basart and Andrew Critch and Jerry Li and Dawn Song and Jacob Steinhardt}, | |
| journal={Proceedings of the International Conference on Learning Representations (ICLR)}, | |
| year={2021} | |
| } | |
| ``` | |
| ### Groups, Tags, and Tasks | |
| #### Groups | |
| * `mmlu`: `Original multiple-choice MMLU benchmark` | |
| * `mmlu_continuation`: `MMLU but with continuation prompts` | |
| * `mmlu_generation`: `MMLU generation` | |
| MMLU is the original benchmark as implemented by Hendrycks et al. with the choices in context and the answer letters (e.g `A`, `B`, `C`, `D`) in the continuation. | |
| `mmlu_continuation` is a cloze-style variant without the choices in context and the full answer choice in the continuation. | |
| `mmlu_generation` is a generation variant, similar to the original but the LLM is asked to generate the correct answer letter. | |
| #### Subgroups | |
| * `mmlu_stem' | |
| * `mmlu_humanities' | |
| * `mmlu_social_sciences' | |
| * `mmlu_other' | |
| Subgroup variants are prefixed with the subgroup name, e.g. `mmlu_stem_continuation`. | |
| ### Checklist | |
| For adding novel benchmarks/datasets to the library: | |
| * [x] Is the task an existing benchmark in the literature? | |
| * [x] Have you referenced the original paper that introduced the task? | |
| * [x] If yes, does the original paper provide a reference implementation? If so, have you checked against the reference implementation and documented how to run such a test? | |
| If other tasks on this dataset are already supported: | |
| * [x] Is the "Main" variant of this task clearly denoted? | |
| * [x] Have you provided a short sentence in a README on what each new variant adds / evaluates? | |
| * [x] Have you noted which, if any, published evaluation setups are matched by this variant? | |
| # changelog | |
| ver 1: PR #497 | |
| switch to original implementation | |
| ver 2: PR #2116 | |
| add missing newline in description. | |