{"url":"/task/literature-mining","name":"Literature Mining","slug":"literature-mining","description_markdown":"The task where the publication texts are used to mine knowledge using NLP","categories":[{"name":"Knowledge Base","url":"/area/knowledge-base"},{"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":"derived"},"counts":{"papers_tagged":24,"papers_with_code":7,"benchmarks":0,"benchmark_tables_in_archive":0,"benchmark_tables_shown":0,"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":0,"subtasks":1,"parent_tasks":0},"benchmarks":[],"datasets":[],"subtasks":[{"url":"/task/systematic-literature-review","name":"Systematic Literature Review"}],"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":7,"of":7,"tagged_in_all":24,"items":[{"url":"/paper/a-foundation-model-for-human-ai-collaboration","title":"A foundation model for human-AI collaboration in medical literature mining","date":"2025-01-27","arxiv_id":"2501.16255","repositories_listed":1,"syntology":null},{"url":"/paper/learning-the-rules-of-peptide-self-assembly","title":"Learning the rules of peptide self-assembly through data mining with large language models","date":"2024-11-08","arxiv_id":"2411.05421","repositories_listed":1,"syntology":null},{"url":"/paper/ideological-orientation-and-extremism","title":"Ideological Orientation and Extremism Detection in Online Social Networking Sites: A Systematic Review","date":"2024-10-28","arxiv_id":null,"repositories_listed":1,"syntology":null},{"url":"/paper/leveraging-social-determinants-of-health-in","title":"Leveraging Social Determinants of Health in Alzheimer's Research Using LLM-Augmented Literature Mining and Knowledge Graphs","date":"2024-10-04","arxiv_id":"2410.09080","repositories_listed":1,"syntology":null},{"url":"/paper/dimb-re-mining-the-scientific-literature-for","title":"DiMB-RE: Mining the Scientific Literature for Diet-Microbiome Associations","date":"2024-09-29","arxiv_id":"2409.19581","repositories_listed":1,"syntology":null},{"url":"/paper/sciqu-accelerating-materials-properties","title":"SciQu: Accelerating Materials Properties Prediction with Automated Literature Mining for Self-Driving Laboratories","date":"2024-07-11","arxiv_id":"2407.08270","repositories_listed":1,"syntology":null},{"url":"/paper/the-unknown-knowns-a-graph-based-approach-for","title":"The unknown knowns: a graph-based approach for temporal COVID-19 literature mining","date":"2021-03-23","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"}}