{"url":"/task/clinical-section-identification","name":"Clinical Section Identification","slug":"clinical-section-identification","description_markdown":"A Section Identification (SI) task entails finding regions of text that are semantically related to an aspect of a patient’s medical profile. More importantly, it helps to improve pre-existing information retrieval systems by enabling them to be more targeted and specific.","categories":[{"name":"Adversarial","url":"/area/adversarial"},{"name":"Audio","url":"/area/audio"},{"name":"Computer Code","url":"/area/computer-code"},{"name":"Computer Vision","url":"/area/computer-vision"},{"name":"Graphs","url":"/area/graphs"},{"name":"Medical","url":"/area/medical"},{"name":"Methodology","url":"/area/methodology"},{"name":"Miscellaneous","url":"/area/miscellaneous"},{"name":"Natural Language Processing","url":"/area/natural-language-processing"},{"name":"Reasoning","url":"/area/reasoning"},{"name":"Time Series","url":"/area/time-series"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":2,"papers_with_code":2,"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/clinical-section-identification-on-medsecid","slug":"clinical-section-identification-on-medsecid","dataset":"MedSecId","dataset_url":"/dataset/medsecid","rows_in_archive":2,"metrics":["1 shot Micro-F1"],"first_row_in_archive_order":{"model":"GPT-4","paper_title":"LLM-Based Section Identifiers Excel on Open Source but Stumble in Real World Applications","paper_url":"/paper/llm-based-section-identifiers-excel-on-open","paper_date":"2024-04-25","arxiv_id":"2404.16294","code_links":[{"title":"inqbator-evicore/llm_section_identifiers","url":"https://github.com/inqbator-evicore/llm_section_identifiers"}],"syntology":null}}],"datasets":[{"url":"/dataset/medsecid","name":"MedSecId","full_name":"","num_papers_in_archive":2}],"subtasks":[],"parent_tasks":[{"url":"/task/classification-1","name":"Classification"}],"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":2,"of":2,"tagged_in_all":2,"items":[{"url":"/paper/llm-based-section-identifiers-excel-on-open","title":"LLM-Based Section Identifiers Excel on Open Source but Stumble in Real World Applications","date":"2024-04-25","arxiv_id":"2404.16294","repositories_listed":1,"syntology":null},{"url":"/paper/a-new-public-corpus-for-clinical-section","title":"A New Public Corpus for Clinical Section Identification: MedSecId","date":"2022-10-01","arxiv_id":null,"repositories_listed":1,"syntology":null}],"syntology_records":0,"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":"2026-09-25T09:33:49+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"}}