{"url":"/dataset/sws","name":"SWS","full_name":"Smart Word Suggestions Benchmark","description_markdown":"**Smart Word Suggestions (SWS)** is a task and benchmark. This task involves identifying words or phrases that require improvement and providing substitution suggestions. The benchmark includes human-labeled data for testing, a large distantly supervised dataset for training, and the framework for evaluation. The test data includes 1,000 sentences written by English learners, accompanied by over 16,000 substitution suggestions annotated by 10 native speakers. The training dataset comprises over 3.7 million sentences and 12.7million suggestions generated through rules.\r\n\r\nSource: [Smart Word Suggestions for Writing Assistance](https://arxiv.org/pdf/2305.09975v1.pdf)\r\n\r\nImage Source: [Smart Word Suggestions for Writing Assistance](https://arxiv.org/pdf/2305.09975v1.pdf)","description_withheld":null,"homepage":"https://github.com/microsoft/SmartWordSuggestions","introduced_date":"2023-05-17","introduced_date_note":null,"introduced_by":{"paper":"/paper/smart-word-suggestions-for-writing-assistance","title":"Smart Word Suggestions for Writing Assistance","first_author":"Chenshuo Wang","url":null},"license":{"name":"MIT license","url":"https://github.com/microsoft/SmartWordSuggestions/blob/main/LICENSE"},"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[],"languages":[],"variants":["SWS"],"data_loaders":[],"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."}