| # MathQA | |
| ### Paper | |
| MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms | |
| https://arxiv.org/pdf/1905.13319.pdf | |
| MathQA is a large-scale dataset of 37k English multiple-choice math word problems | |
| covering multiple math domain categories by modeling operation programs corresponding | |
| to word problems in the AQuA dataset (Ling et al., 2017). | |
| Homepage: https://math-qa.github.io/math-QA/ | |
| ### Citation | |
| ``` | |
| @misc{amini2019mathqa, | |
| title={MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms}, | |
| author={Aida Amini and Saadia Gabriel and Peter Lin and Rik Koncel-Kedziorski and Yejin Choi and Hannaneh Hajishirzi}, | |
| year={2019}, | |
| eprint={1905.13319}, | |
| archivePrefix={arXiv}, | |
| primaryClass={cs.CL} | |
| } | |
| ``` | |
| ### Groups and Tasks | |
| #### Groups | |
| * `math_word_problems` | |
| #### Tasks | |
| * `mathqa`: The MathQA dataset, as a multiple choice dataset where the answer choices are not in context. | |
| ### 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? | |
| * [ ] 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? | |
| * The MathQA dataset predates transformer-based prompted LLMs. We should, however, return to this task to ensure equivalence to the non-CoT version of mathQA used in the Chain-of-Thought paper. | |
| 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? | |
| * [x] Checked for equivalence with v0.3.0 LM Evaluation Harness | |