{"url":"/dataset/icews","name":"ICEWS","full_name":null,"description_markdown":"A repository that contains political events with a specific timestamp. These political events relate entities (e.g. countries, presidents...) to a number of other entities via logical predicates (e.g. ’Make a visit’ or ’Express intent to meet or negotiate’).","description_withheld":null,"homepage":"https://www.lockheedmartin.com/en-us/capabilities/research-labs/advanced-technology-labs/icews.html","introduced_date":"2018-09-10","introduced_date_note":null,"introduced_by":{"paper":"/paper/learning-sequence-encoders-for-temporal","title":"Learning Sequence Encoders for Temporal Knowledge Graph Completion","first_author":"Alberto García-Durán","url":null},"license":null,"modalities":[],"tasks":[{"name":"Link Prediction","url":"/task/link-prediction","datasets_with_task":"/datasets/task/link-prediction"}],"languages":[{"name":"Chinese","url":"/datasets/language/chinese"}],"variants":["ICEWS05-15","ICEWS14","ICEWS"],"data_loaders":[{"repo":"https://github.com/PLSpls111111/dataset","url":"https://github.com/PLSpls111111/dataset","frameworks":["pytorch"]},{"repo":"https://github.com/PLSpls111111/dataset","url":"https://github.com/PLSpls111111/dataset","frameworks":["pytorch"]}],"num_papers_in_archive":113,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/link-prediction-on-icews05-15-1","task":"Link Prediction","dataset_variant":"ICEWS05-15","rows":16,"metrics":["MRR"],"first_row_in_archive_order":{"model":"SPA","paper":"/paper/search-to-pass-messages-for-temporal","metrics":{"MRR":"0.713"},"code_links":[{"title":"striderdu/spa","url":"https://github.com/striderdu/spa"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/link-prediction-on-icews14-1","task":"Link Prediction","dataset_variant":"ICEWS14","rows":16,"metrics":["MRR"],"first_row_in_archive_order":{"model":"SPA","paper":"/paper/search-to-pass-messages-for-temporal","metrics":{"MRR":"0.658"},"code_links":[{"title":"striderdu/spa","url":"https://github.com/striderdu/spa"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/search-to-pass-messages-for-temporal","title":"Search to Pass Messages for Temporal Knowledge Graph Completion","date":"2022-10-30","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/along-the-time-timeline-traced-embedding-for","title":"Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph Completion","date":"2022-10-17","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/rotateqvs-representing-temporal-information","title":"RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion","date":"2022-03-15","rows_on_this_dataset":22,"code_links":0,"syntology":null},{"paper":"/paper/temporal-knowledge-base-completion-new","title":"Temporal Knowledge Base Completion: New Algorithms and Evaluation Protocols","date":"2020-05-02","rows_on_this_dataset":2,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":12,"samples_ran":3,"samples_unverified":9,"pointer_only_for_licence":12,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/tensor-decompositions-for-temporal-knowledge-1","title":"Tensor Decompositions for temporal knowledge base completion","date":"2020-04-10","rows_on_this_dataset":4,"code_links":2,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":1,"samples_ran":1,"samples_unverified":0,"pointer_only_for_licence":1,"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":13,"samples_ran":4,"samples_unverified":9,"pointer_only_for_licence":13,"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."}