{"url":"/dataset/polymath","name":"PolyMATH","full_name":null,"description_markdown":"PolyMATH, a challenging benchmark aimed at evaluating the general cognitive reasoning abilities of MLLMs. PolyMATH comprises 5,000 manually collected high-quality images of cognitive textual and visual challenges across 10 distinct categories, including pattern recognition, spatial reasoning, and relative reasoning\r\n\r\n[Paper](https://arxiv.org/abs/2410.14702) \r\n\r\n[Code](https://github.com/polymathbenchmark/PolyMATH)\r\n\r\n[Project](https://polymathbenchmark.github.io/)","description_withheld":null,"homepage":"https://huggingface.co/datasets/him1411/polymath","introduced_date":"2024-10-06","introduced_date_note":null,"introduced_by":{"paper":"/paper/polymath-a-challenging-multi-modal","title":"Polymath: A Challenging Multi-modal Mathematical Reasoning Benchmark","first_author":"Himanshu Gupta","url":null},"license":{"name":"Academic Free License v3.0","url":"https://choosealicense.com/licenses/afl-3.0/"},"modalities":[{"name":"Images","url":"/datasets/modality/images"},{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Mathematical Reasoning","url":"/task/mathematical-reasoning","datasets_with_task":"/datasets/task/mathematical-reasoning"},{"name":"Logical Reasoning","url":"/task/logical-reasoning","datasets_with_task":"/datasets/task/logical-reasoning"},{"name":"Visual Reasoning","url":"/task/visual-reasoning","datasets_with_task":"/datasets/task/visual-reasoning"},{"name":"Visual Commonsense Reasoning","url":"/task/visual-commonsense-reasoning","datasets_with_task":"/datasets/task/visual-commonsense-reasoning"},{"name":"Arithmetic Reasoning","url":"/task/arithmetic-reasoning","datasets_with_task":"/datasets/task/arithmetic-reasoning"},{"name":"Multimodal Reasoning","url":"/task/multimodal-reasoning","datasets_with_task":"/datasets/task/multimodal-reasoning"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["PolyMATH"],"data_loaders":[{"repo":"https://github.com/huggingface/datasets","url":"https://huggingface.co/datasets/him1411/polymath","frameworks":["tf","pytorch","jax"]}],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}