{"url":"/dataset/ent-desc","name":"ENT-DESC","full_name":null,"description_markdown":"ENT-DESC involves retrieving abundant knowledge of various types of main entities from a large knowledge graph (KG), which makes the current graph-to-sequence models severely suffer from the problems of information loss and parameter explosion while generating the descriptions.\r\n\r\nSource: [ENT-DESC: Entity Description Generation by Exploring Knowledge Graph](/paper/knowledge-graph-empowered-entity-description)","description_withheld":null,"homepage":"https://github.com/LiyingCheng95/EntityDescriptionGeneration","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/knowledge-graph-empowered-entity-description","title":"ENT-DESC: Entity Description Generation by Exploring Knowledge Graph","first_author":"Liying Cheng","url":null},"license":null,"modalities":[],"tasks":[{"name":"Text Generation","url":"/task/text-generation","datasets_with_task":"/datasets/task/text-generation"},{"name":"Knowledge Graphs","url":"/task/knowledge-graphs","datasets_with_task":"/datasets/task/knowledge-graphs"},{"name":"KG-to-Text Generation","url":"/task/kg-to-text","datasets_with_task":"/datasets/task/kg-to-text"},{"name":"Graph-to-Sequence","url":"/task/graph-to-sequence","datasets_with_task":"/datasets/task/graph-to-sequence"}],"languages":[],"variants":["ENT-DESC"],"data_loaders":[{"repo":"https://github.com/LiyingCheng95/EntityDescriptionGeneration","url":"https://github.com/LiyingCheng95/EntityDescriptionGeneration","frameworks":["mxnet"]}],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/kg-to-text-generation-on-ent-desc","task":"KG-to-Text Generation","dataset_variant":"ENT-DESC","rows":1,"metrics":["BLEU"],"first_row_in_archive_order":{"model":"MGCN+sum","paper":"/paper/knowledge-graph-empowered-entity-description","metrics":{"BLEU":"26.4"},"code_links":[{"title":"LiyingCheng95/EntityDescriptionGeneration","url":"https://github.com/LiyingCheng95/EntityDescriptionGeneration"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/knowledge-graph-empowered-entity-description","title":"ENT-DESC: Entity Description Generation by Exploring Knowledge Graph","date":"2020-04-30","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."}