{"url":"/dataset/inspec","name":"Inspec","full_name":null,"description_markdown":"Paper: Improved automatic keyword extraction given more linguistic knowledge\r\nDoi: [10.3115/1119355.1119383](https://doi.org/10.3115/1119355.1119383)","description_withheld":null,"homepage":"","introduced_date":"2003-07-11","introduced_date_note":null,"introduced_by":null,"license":null,"modalities":[],"tasks":[{"name":"Keyphrase Extraction","url":"/task/keyphrase-extraction","datasets_with_task":"/datasets/task/keyphrase-extraction"},{"name":"Keyword Extraction","url":"/task/keyword-extraction","datasets_with_task":"/datasets/task/keyword-extraction"}],"languages":[],"variants":["Inspec"],"data_loaders":[],"num_papers_in_archive":7,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/keyword-extraction-on-inspec","task":"Keyword Extraction","dataset_variant":"Inspec","rows":5,"metrics":["F1 score","Precision@10","Recall @ 10"],"first_row_in_archive_order":{"model":"Phraseformer(BERT, ExEm(ft))","paper":"/paper/phraseformer-multimodal-key-phrase-extraction","metrics":{"F1 score":"69.87"},"code_links":[]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/keyphrase-extraction-on-inspec","task":"Keyphrase Extraction","dataset_variant":"Inspec","rows":3,"metrics":["F1@10"],"first_row_in_archive_order":{"model":"Attention-Seeker","paper":"/paper/attention-seeker-dynamic-self-attention","metrics":{"F1@10":"40.14"},"code_links":[{"title":"EruM16/Attention-Seeker","url":"https://github.com/EruM16/Attention-Seeker"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/attention-seeker-dynamic-self-attention","title":"Attention-Seeker: Dynamic Self-Attention Scoring for Unsupervised Keyphrase Extraction","date":"2024-09-17","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/promptrank-unsupervised-keyphrase-extraction","title":"PromptRank: Unsupervised Keyphrase Extraction Using Prompt","date":"2023-05-08","rows_on_this_dataset":1,"code_links":2,"syntology":null},{"paper":"/paper/patternrank-leveraging-pretrained-language","title":"PatternRank: Leveraging Pretrained Language Models and Part of Speech for Unsupervised Keyphrase Extraction","date":"2022-10-11","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/phraseformer-multimodal-key-phrase-extraction","title":"Phraseformer: Multimodal Key-phrase Extraction using Transformer and Graph Embedding","date":"2021-06-09","rows_on_this_dataset":4,"code_links":0,"syntology":null},{"paper":"/paper/frake-fusional-real-time-automatic-keyword","title":"FRAKE: Fusional Real-time Automatic Keyword Extraction","date":"2021-04-10","rows_on_this_dataset":1,"code_links":1,"syntology":null}],"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."}