{"url":"/task/forward-reaction-prediction","name":"Forward reaction prediction","slug":"forward-reaction-prediction","description_markdown":"Forward reaction prediction pertains to the anticipatory determination of the probable product(s) of a chemical reaction, given specific reactants and reagents. \r\nThis facilitates the optimization of research and development methodologies, curbs the extent of experimental speculation, and endorses greener chemistry practices by mitigating waste production.","categories":[{"name":"Medical","url":"/area/medical"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"derived"},"counts":{"papers_tagged":4,"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":0,"subtasks":0,"parent_tasks":0},"benchmarks":[{"leaderboard":"/sota/forward-reaction-prediction-on-mol","slug":"forward-reaction-prediction-on-mol","dataset":"Mol-Instruction","dataset_url":null,"rows_in_archive":2,"metrics":["Exact","Morgan FTS","Validity","METEOR"],"first_row_in_archive_order":{"model":"SLM4CRP","paper_title":"A Self-feedback Knowledge Elicitation Approach for Chemical Reaction Predictions","paper_url":"/paper/a-self-feedback-knowledge-elicitation","paper_date":"2024-04-15","arxiv_id":"2404.09606","code_links":[{"title":"ai-hpc-research-team/slm4crp","url":"https://github.com/ai-hpc-research-team/slm4crp"}],"syntology":null}}],"datasets":[],"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":3,"of":3,"tagged_in_all":4,"items":[{"url":"/paper/a-self-feedback-knowledge-elicitation","title":"A Self-feedback Knowledge Elicitation Approach for Chemical Reaction Predictions","date":"2024-04-15","arxiv_id":"2404.09606","repositories_listed":1,"syntology":null},{"url":"/paper/biot5-towards-generalized-biological","title":"BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning","date":"2024-02-27","arxiv_id":"2402.17810","repositories_listed":1,"syntology":null},{"url":"/paper/mol-instructions-a-large-scale-biomolecular","title":"Mol-Instructions: A Large-Scale Biomolecular Instruction Dataset for Large Language Models","date":"2023-06-13","arxiv_id":"2306.08018","repositories_listed":1,"syntology":{"n":2,"n_ran":2,"n_unverified":0,"n_pointer_only":0}}],"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"}}