{"url":"/dataset/shapeworld","name":"ShapeWorld","full_name":null,"description_markdown":"**ShapeWorld** is a new evaluation methodology and framework for multimodal deep learning models, with a focus on formal-semantic style generalization capabilities. In this framework, artificial data is automatically generated according to predefined specifications. This controlled data generation makes it possible to introduce previously unseen instance configurations during evaluation, which consequently require the system to recombine learned concepts in novel ways.\r\n\r\nSource: [ShapeWorld - A new test methodology for multimodal language understanding](https://paperswithcode.com/paper/shapeworld-a-new-test-methodology-for)\r\nImage Source: [ShapeWorld - A new test methodology for multimodal language understanding](https://paperswithcode.com/paper/shapeworld-a-new-test-methodology-for)","description_withheld":null,"homepage":"https://github.com/AlexKuhnle/ShapeWorld","introduced_date":"2017-04-14","introduced_date_note":null,"introduced_by":{"paper":"/paper/shapeworld-a-new-test-methodology-for","title":"ShapeWorld - A new test methodology for multimodal language understanding","first_author":"Alexander Kuhnle","url":null},"license":{"name":"MIT","url":"https://github.com/AlexKuhnle/ShapeWorld/blob/master/LICENSE"},"modalities":[{"name":"Images","url":"/datasets/modality/images"},{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["ShapeWorld"],"data_loaders":[],"num_papers_in_archive":23,"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."}