{"url":"/task/conversational-web-navigation","name":"Conversational Web Navigation","slug":"conversational-web-navigation","description_markdown":"The problem of conversational web navigation is described as follow: a digital agent controls a web browser and follows user instructions to solve real-world tasks in a multi-turn dialogue fashion. It was introduced alongside the WebLINX benchmark (Lù, Kasner, Reddy, 2024), and complements tasks such as Autonomous Web Navigation. It is one of many problems tackled by generalist (web) agents.","categories":[{"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":"archive_url"},"counts":{"papers_tagged":3,"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":0},"benchmarks":[{"leaderboard":"/sota/conversational-web-navigation-on-weblinx","slug":"conversational-web-navigation-on-weblinx","dataset":"WebLINX","dataset_url":"/dataset/weblinx","rows_in_archive":17,"metrics":["Overall score","Intent Match","Element (IoU)","Text (F1)"],"first_row_in_archive_order":{"model":"Llama-2-13B","paper_title":"WebLINX: Real-World Website Navigation with Multi-Turn Dialogue","paper_url":"/paper/weblinx-real-world-website-navigation-with","paper_date":"2024-02-08","arxiv_id":"2402.05930","code_links":[{"title":"McGill-NLP/webllama","url":"https://github.com/McGill-NLP/webllama"},{"title":"McGill-NLP/weblinx","url":"https://github.com/McGill-NLP/weblinx"}],"syntology":{"n":27,"n_ran":21,"n_unverified":6,"n_pointer_only":0}}}],"datasets":[{"url":"/dataset/weblinx","name":"WebLINX","full_name":"Real-World Website Navigation with Multi-Turn","num_papers_in_archive":6}],"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":2,"of":2,"tagged_in_all":3,"items":[{"url":"/paper/weblinx-real-world-website-navigation-with","title":"WebLINX: Real-World Website Navigation with Multi-Turn Dialogue","date":"2024-02-08","arxiv_id":"2402.05930","repositories_listed":2,"syntology":{"n":27,"n_ran":21,"n_unverified":6,"n_pointer_only":0}},{"url":"/paper/on-the-multi-turn-instruction-following-for","title":"On the Multi-turn Instruction Following for Conversational Web Agents","date":"2024-02-23","arxiv_id":"2402.15057","repositories_listed":1,"syntology":{"n":7,"n_ran":7,"n_unverified":0,"n_pointer_only":0}}],"syntology_records":2,"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"}}