Browse State-of-the-Art › Conversation Disentanglement
Conversation Disentanglement
4 papers with code · 3 benchmarks · 1 dataset archive 2025-07-28
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.
Source: Kummerfeld et al.
Description from the archive archive 2025-07-28.
Benchmarks archive 2025-07-28
3 leaderboard tables shown for this task, 3 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.
| Dataset | Best model (first row in archive order) | Paper | Code | Syntology | Compare |
|---|---|---|---|---|---|
| irc-disentanglement (5 rows) | BERT + BiLSTM | Pre-Trained and Attention-Based Neural Networks for Building... | — | — | Compare |
| Linux IRC (Ch2 Kummerfeld) (3 rows) | Linear | You Talking to Me? A Corpus and Algorithm for Conversation Disentanglement | — | — | Compare |
| Linux IRC (Ch2 Elsner) (3 rows) | Linear | You Talking to Me? A Corpus and Algorithm for Conversation Disentanglement | — | — | Compare |
Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.
Libraries
Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.
Datasets archive 2025-07-28
1 dataset whose archive record lists this task, ordered by the archive's paper count.
Subtasks archive 2025-07-28
No subtask under this task in the archive's task tree.
Parent tasks archive 2025-07-28
Most implemented papers archive 2025-07-28
4 shown of 4 papers with code (12 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.
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25 Oct 2018 3 repositories listedDisentangling conversations mixed together in a single stream of messages is a difficult task, made harder by the lack of large manually annotated datasets.
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26 May 2023 1 repository listedWe present a new dataset for studying conversation disentanglement in movies and TV series.
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7 Sep 2021 1 repository listedFor the message-pair classifier, we enrich its training data by retrieving message pairs with high confidence from the disentangled sessions predicted by the session classifier.
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8 Apr 2020 1 repository listedDisentanglement is a problem in which multiple conversations occur in the same channel simultaneously, and the listener should decide which utterance is part of the conversation he will respond to.
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