| # BigBenchHard | |
| ## Paper | |
| Title: `Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them` | |
| Abstract: https://arxiv.org/abs/2210.09261 | |
| A suite of 23 challenging BIG-Bench tasks which we call BIG-Bench Hard (BBH). | |
| These are the task for which prior language model evaluations did not outperform | |
| the average human-rater. | |
| Homepage: https://github.com/suzgunmirac/BIG-Bench-Hard | |
| ## Citation | |
| ``` | |
| @article{suzgun2022challenging, | |
| title={Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them}, | |
| author={Suzgun, Mirac and Scales, Nathan and Sch{\"a}rli, Nathanael and Gehrmann, Sebastian and Tay, Yi and Chung, Hyung Won and Chowdhery, Aakanksha and Le, Quoc V and Chi, Ed H and Zhou, Denny and and Wei, Jason}, | |
| journal={arXiv preprint arXiv:2210.09261}, | |
| year={2022} | |
| } | |
| ``` | |
| ### Groups and Tasks | |
| #### Groups | |
| - `bbh_zeroshot` | |
| - `bbh_fewshot` | |
| - `bbh_cot_fewshot` | |
| - `bbh_cot_zeroshot` | |
| #### Tasks | |
| - ... | |
| ### Checklist | |
| - [x] Is in Eval-harness v1.0 ? | |
| - [ ] Has been checked for regression from v1.0? | |
| - [ ] Has been checked for equivalence with original paper methodology? | |
| - [ ] "Main" checked variant clearly denoted? | |
| ### Variant Wishlist | |
| - [ ] Variant with Calculator (see https://github.com/openai/grade-school-math/blob/master/grade_school_math/calculator.py for example implementation) | |
| - [ ] Using Verifiers | |
| - [ ] Majority voting "without CoT" | |