{"url":"/dataset/ws353","name":"WS353","full_name":"WordSim-353","description_markdown":"Lev Finkelstein, Evgeniy Gabrilovich, Yossi Matias, Ehud Rivlin, Zach Solan, Gadi Wolfman, and Ey\u0002tan Ruppin. 2001. Placing search in context: The concept revisited. In Proceedings of the 10th in\u0002ternational conference on World Wide Web, pages 406–414","description_withheld":null,"homepage":"","introduced_date":null,"introduced_date_note":null,"introduced_by":null,"license":null,"modalities":[],"tasks":[{"name":"Word Similarity","url":"/task/word-similarity","datasets_with_task":"/datasets/task/word-similarity"}],"languages":[],"variants":["WS353"],"data_loaders":[{"repo":"https://github.com/facebookresearch/fastText","url":"https://github.com/facebookresearch/fastText","frameworks":["pytorch"]},{"repo":"https://github.com/binbinjiang/context2vector","url":"https://github.com/binbinjiang/context2vector","frameworks":["pytorch"]},{"repo":"https://github.com/ylwangy/bert2vec","url":"https://github.com/ylwangy/bert2vec","frameworks":[]}],"num_papers_in_archive":3,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/word-similarity-on-ws353","task":"Word Similarity","dataset_variant":"WS353","rows":3,"metrics":["Spearman's Rho"],"first_row_in_archive_order":{"model":"Context-to-Vector","paper":"/paper/using-context-to-vector-with-graph-1","metrics":{"Spearman's Rho":"78.9"},"code_links":[{"title":"binbinjiang/context2vector","url":"https://github.com/binbinjiang/context2vector"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/using-context-to-vector-with-graph-1","title":"Using Context-to-Vector with Graph Retrofitting to Improve Word Embeddings","date":"2022-10-30","rows_on_this_dataset":1,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":2,"samples_ran":1,"samples_unverified":1,"pointer_only_for_licence":2,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/improved-biomedical-word-embeddings-in-the","title":"Improved Biomedical Word Embeddings in the Transformer Era","date":"2020-12-22","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/enriching-word-vectors-with-subword","title":"Enriching Word Vectors with Subword Information","date":"2016-07-15","rows_on_this_dataset":1,"code_links":54,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":31,"samples_ran":4,"samples_unverified":27,"pointer_only_for_licence":4,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":2,"samples_harvested":33,"samples_ran":5,"samples_unverified":28,"pointer_only_for_licence":6,"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."}