{"url":"/task/video-narration-captioning","name":"video narration captioning","slug":"video-narration-captioning","description_markdown":"Human narration is another critical factor to understand a multi-shot video. It often provides information of the background knowledge and commentator’s view on visual events. We conduct experiments to predict the narration caption of a video-shot and name this task single-shot narration captioning. We adopt the same model structure as single-shot video captioning with the ASR text as additional input, except that the prediction target is the narration caption.","categories":[{"name":"Computer Vision","url":"/area/computer-vision"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":1,"papers_with_code":1,"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":0},"benchmarks":[{"leaderboard":"/sota/video-narration-captioning-on-shot2story20k","slug":"video-narration-captioning-on-shot2story20k","dataset":"Shot2Story20K","dataset_url":"/dataset/shot2story20k","rows_in_archive":1,"metrics":["BLEU-4","CIDEr","METEOR","ROUGE"],"first_row_in_archive_order":{"model":"Ours","paper_title":"Shot2Story20K: A New Benchmark for Comprehensive Understanding of Multi-shot Videos","paper_url":"/paper/shot2story20k-a-new-benchmark-for","paper_date":"2023-12-16","arxiv_id":"2312.10300","code_links":[{"title":"bytedance/Shot2Story","url":"https://github.com/bytedance/Shot2Story"}],"syntology":{"n":7,"n_ran":6,"n_unverified":1,"n_pointer_only":7}}}],"datasets":[{"url":"/dataset/shot2story20k","name":"Shot2Story20K","full_name":"","num_papers_in_archive":3}],"subtasks":[],"parent_tasks":[],"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":1,"of":1,"tagged_in_all":1,"items":[{"url":"/paper/shot2story20k-a-new-benchmark-for","title":"Shot2Story20K: A New Benchmark for Comprehensive Understanding of Multi-shot Videos","date":"2023-12-16","arxiv_id":"2312.10300","repositories_listed":1,"syntology":{"n":7,"n_ran":6,"n_unverified":1,"n_pointer_only":7}}],"syntology_records":1,"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"}}