{"url":"/task/conversation-disentanglement","name":"Conversation Disentanglement","slug":"conversation-disentanglement","description_markdown":"Automatic disentanglement could be used to provide more interpretable results when searching over chat logs, and to help users understand what is happening when they join a channel. \r\n\r\nSource: [Kummerfeld et al.](https://arxiv.org/pdf/1810.11118v2.pdf)","categories":[{"name":"Natural Language Processing","url":"/area/natural-language-processing"},{"name":"Speech","url":"/area/speech"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":12,"papers_with_code":4,"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":1,"subtasks":0,"parent_tasks":1},"benchmarks":[{"leaderboard":"/sota/conversation-disentanglement-on-irc","slug":"conversation-disentanglement-on-irc","dataset":"irc-disentanglement","dataset_url":"/dataset/irc-disentanglement","rows_in_archive":5,"metrics":["VI","1-1","P","R","F"],"first_row_in_archive_order":{"model":"BERT + BiLSTM","paper_title":"Pre-Trained and Attention-Based Neural Networks for Building Noetic Task-Oriented Dialogue Systems","paper_url":"/paper/pre-trained-and-attention-based-neural","paper_date":"2020-04-04","arxiv_id":"2004.01940","code_links":[],"syntology":null}},{"leaderboard":"/sota/conversation-disentanglement-on-linux-irc-ch2","slug":"conversation-disentanglement-on-linux-irc-ch2","dataset":"Linux IRC (Ch2 Kummerfeld)","dataset_url":"/dataset/irc-disentanglement","rows_in_archive":3,"metrics":["1-1","Local","Shen F-1"],"first_row_in_archive_order":{"model":"Linear","paper_title":"You Talking to Me? 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