{"url":"/sota/goal-oriented-dialog-on-kvret","task":{"name":"Goal-Oriented Dialog","url":"/task/goal-oriented-dialog","note":null},"dataset":{"name":"Kvret","url":null},"category":"Natural Language Processing","categories":["Natural Language Processing"],"category_note":null,"description":"Achieving a pre-defined goal through a dialog.","description_from":"task","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","rank":"the archive's row order at snapshot; not re-ranked","rows_end_at":"2025-07-28","rows_withheld_as_spam":0,"metric_values":"the archive's strings, untouched"},"metrics":["BLEU","Embedding Average","Greedy Matching","Vector Extrema"],"metric_direction":{"note":"inferred from the metric name only (the archive records no direction); null = not inferred, chart draws points only","by_metric":{"BLEU":"higher","Embedding Average":null,"Greedy Matching":null,"Vector Extrema":null}},"counts":{"rows":1,"rows_with_code":1,"rows_with_paper_page":1,"rows_dated":1,"rows_using_additional_data":0},"rows":[{"rank_in_archive_order":1,"model":"IJEEL-KVL","metrics":{"BLEU":"0.1831","Embedding Average":"95.5","Greedy Matching":"62.5","Vector Extrema":"97.4"},"uses_additional_data":false,"paper_date":"2020-01-28","paper":"/paper/incorporating-joint-embeddings-into-goal","paper_url":"https://arxiv.org/abs/2001.10468v1","paper_title":"Incorporating Joint Embeddings into Goal-Oriented Dialogues with Multi-Task Learning","code":"https://github.com/s6fikass/Chatbot_KVNN","n_code_links":1,"syntology":null}],"since_archive":{"present":false,"note":"No Syntology-extracted rows are published in this build."},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per row: N of M harvested code samples from that row's paper executed on a synthesized fixture; the other M-N are unverified. Not a reproduction of the row's number; not a correctness claim. n_pointer_only_licence counts samples the site points at rather than redistributes (a licence axis, independent of ran/unverified).","rows_with_graph_line":0,"rows_with_any_sample_ran":0,"distinct_papers_with_graph_line":0,"distinct_papers_with_any_sample_ran":0,"samples_over_distinct_papers":{"n_ran":0,"n_unverified":0,"n_samples":0,"n_pointer_only_licence":0,"note":"each paper (arXiv id) counted once, however many rows it is behind; this is the page-level figure"},"samples_row_weighted":{"n_ran":0,"n_unverified":0,"n_samples":0,"n_pointer_only_licence":0,"note":"row-weighted: a paper behind several rows is counted once per row; inflated relative to samples_over_distinct_papers by design, kept for readers summing the per-row syntology blocks"}}}