{"url":"/task/kb-to-language-generation","name":"KB-to-Language Generation","slug":"kb-to-language-generation","description_markdown":"Given information from a knowledge base, generate a description of this information in natural language.","categories":[{"name":"Natural Language Processing","url":"/area/natural-language-processing"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":3,"papers_with_code":3,"benchmarks":1,"benchmark_tables_in_archive":1,"benchmark_tables_shown":1,"benchmark_tables_withheld_as_spam":0,"benchmark_definition":"a leaderboard table with at least one row; benchmark_tables_shown also counts the zero-row tables; benchmark_tables_in_archive adds the tables withheld as spam","datasets":1,"subtasks":0,"parent_tasks":1},"benchmarks":[{"leaderboard":"/sota/kb-to-language-generation-on-wikipedia-person","slug":"kb-to-language-generation-on-wikipedia-person","dataset":"Wikipedia Person and Animal Dataset","dataset_url":"/dataset/wikipedia-person-and-animal-dataset","rows_in_archive":1,"metrics":["BLEU","METEOR","ROUGE"],"first_row_in_archive_order":{"model":"KB-to-Language Generation Model","paper_title":"Describing a Knowledge Base","paper_url":"/paper/describing-a-knowledge-base","paper_date":"2018-09-06","arxiv_id":"1809.01797","code_links":[{"title":"EagleW/Describing_a_Knowledge_Base","url":"https://github.com/EagleW/Describing_a_Knowledge_Base"}],"syntology":{"n":8,"n_ran":4,"n_unverified":4,"n_pointer_only":0}}}],"datasets":[{"url":"/dataset/wikipedia-person-and-animal-dataset","name":"Wikipedia Person and Animal Dataset","full_name":"","num_papers_in_archive":5}],"subtasks":[],"parent_tasks":[{"url":"/task/table-to-text-generation","name":"Table-to-Text Generation"}],"papers":{"order":"repositories listed in the archive (desc), then date (desc); the archive holds no stars","population":"papers tagged with this task that list at least one repository in the archive","shown":3,"of":3,"tagged_in_all":3,"items":[{"url":"/paper/investigating-pretrained-language-models-for","title":"Investigating Pretrained Language Models for Graph-to-Text Generation","date":"2020-07-16","arxiv_id":"2007.08426","repositories_listed":3,"syntology":{"n":12,"n_ran":2,"n_unverified":10,"n_pointer_only":0}},{"url":"/paper/stage-wise-fine-tuning-for-graph-to-text","title":"Stage-wise Fine-tuning for Graph-to-Text Generation","date":"2021-05-17","arxiv_id":"2105.08021","repositories_listed":1,"syntology":null},{"url":"/paper/describing-a-knowledge-base","title":"Describing a Knowledge Base","date":"2018-09-06","arxiv_id":"1809.01797","repositories_listed":1,"syntology":{"n":8,"n_ran":4,"n_unverified":4,"n_pointer_only":0}}],"syntology_records":2,"syntology_note":"a paper without a record is not a recorded non-run: it may lack an arXiv id or simply be absent from the graph layer"},"description_links":{"kept":0,"unwrapped_to_text":0,"bare_urls_linked":0,"relative_images_dropped":0,"rule":"internal links are kept only when the target slug exists in the catalog"},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per-sample execution status on synthesized fixtures ('ran N of M samples'); not a correctness claim and not a ranking signal.","status_vocabulary":{"ran_honours":"ran, honoured the contract we drafted","ran_violates":"ran, violated the contract we drafted","ran_draft_wrong":"ran; our contract draft was wrong, not the code","ran_fixture":"ran; our fixture could not drive it","ran":"ran on a synthesized input","unverified":"unverified (harvested, no recorded run)"}},"not_shown":{"libraries":"the archive has no per-task library table","trend_sparklines":"the Trend column of the benchmarks table was a rendered image; it is not in the archive","social_and_latest_sorts":"stars and social signals are not in the archive"}}