{"url":"/task/annotated-code-search","name":"Annotated Code Search","slug":"annotated-code-search","description_markdown":"Annotated code search is the retrieval of code snippets paired with brief descriptions of their intent using natural language queries.","categories":[{"name":"Computer Code","url":"/area/computer-code"}],"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":3,"benchmark_tables_in_archive":3,"benchmark_tables_shown":3,"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":3,"subtasks":0,"parent_tasks":1},"benchmarks":[{"leaderboard":"/sota/annotated-code-search-on-pacs-conala","slug":"annotated-code-search-on-pacs-conala","dataset":"PACS-CoNaLa","dataset_url":"/dataset/pacs","rows_in_archive":4,"metrics":["MRR"],"first_row_in_archive_order":{"model":"Ensemble:USE-tuned+NCS","paper_title":"Neural Code Search Revisited: Enhancing Code Snippet Retrieval through Natural Language Intent","paper_url":"/paper/neural-code-search-revisited-enhancing-code","paper_date":"2020-08-27","arxiv_id":"2008.12193","code_links":[{"title":"nokia/codesearch","url":"https://github.com/nokia/codesearch"}],"syntology":null}},{"leaderboard":"/sota/annotated-code-search-on-pacs-so-ds","slug":"annotated-code-search-on-pacs-so-ds","dataset":"PACS-SO-DS","dataset_url":"/dataset/pacs","rows_in_archive":4,"metrics":["MRR"],"first_row_in_archive_order":{"model":"Ensemble:USE-tuned+NCS","paper_title":"Neural Code Search Revisited: Enhancing Code Snippet Retrieval through Natural Language Intent","paper_url":"/paper/neural-code-search-revisited-enhancing-code","paper_date":"2020-08-27","arxiv_id":"2008.12193","code_links":[{"title":"nokia/codesearch","url":"https://github.com/nokia/codesearch"}],"syntology":null}},{"leaderboard":"/sota/annotated-code-search-on-pacs-staqc-py","slug":"annotated-code-search-on-pacs-staqc-py","dataset":"PACS-StaQC-py","dataset_url":"/dataset/pacs","rows_in_archive":4,"metrics":["MRR"],"first_row_in_archive_order":{"model":"Ensemble:USE-tuned+NCS","paper_title":"Neural Code Search Revisited: Enhancing Code Snippet Retrieval through Natural Language Intent","paper_url":"/paper/neural-code-search-revisited-enhancing-code","paper_date":"2020-08-27","arxiv_id":"2008.12193","code_links":[{"title":"nokia/codesearch","url":"https://github.com/nokia/codesearch"}],"syntology":null}}],"datasets":[{"url":"/dataset/pacs","name":"PACS","full_name":"Photo-Art-Cartoon-Sketch","num_papers_in_archive":668},{"url":"/dataset/pytorrent","name":"PyTorrent","full_name":"PyTorrent","num_papers_in_archive":5},{"url":"/dataset/isadetect-dataset","name":"ISAdetect dataset","full_name":"ISAdetect binary file and object code dataset","num_papers_in_archive":1}],"subtasks":[],"parent_tasks":[{"url":"/task/code-search","name":"Code Search"}],"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/neural-code-search-revisited-enhancing-code","title":"Neural Code Search Revisited: Enhancing Code Snippet Retrieval through Natural Language Intent","date":"2020-08-27","arxiv_id":"2008.12193","repositories_listed":1,"syntology":null},{"url":"/paper/automatic-annotation-and-evaluation-of-error","title":"Automatic Annotation and Evaluation of Error Types for Grammatical Error Correction","date":"2017-07-01","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":"2026-09-24T18:15:14+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"}}