Abstractive Dialogue Summarization

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

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

6 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

16 shown of 16 papers with code (36 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.

• Unsupervised Abstractive Meeting Summarization with Multi-Sentence Compression and Budgeted Submodular Maximization
  14 May 2018 4 repositories listed
  We introduce a novel graph-based framework for abstractive meeting speech summarization that is fully unsupervised and does not rely on any annotations.
• Abstractive Meeting Summarization: A Survey
  8 Aug 2022 2 repositories listed
  A system that could reliably identify and sum up the most important points of a conversation would be valuable in a wide variety of real-world contexts, from business meetings to medical consultations to customer…
• The Cross-lingual Conversation Summarization Challenge
  1 May 2022 2 repositories listed
  We propose the shared task of cross-lingual conversation summarization, \emph{ConvSumX Challenge}, opening new avenues for researchers to investigate solutions that integrate conversation summarization and machine…
• SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarization
  27 Nov 2019 2 repositories listed
  This paper introduces the SAMSum Corpus, a new dataset with abstractive dialogue summaries.
• Mind the Gap! Injecting Commonsense Knowledge for Abstractive Dialogue Summarization
  2 Sep 2022 1 repository listed
  In this paper, we propose to leverage the unique characteristics of dialogues sharing commonsense knowledge across participants, to resolve the difficulties in summarizing them.
• Unsupervised Abstractive Dialogue Summarization with Word Graphs and POV Conversion
  26 May 2022 1 repository listed
  We advance the state-of-the-art in unsupervised abstractive dialogue summarization by utilizing multi-sentence compression graphs.
• Dialogue Summaries as Dialogue States (DS2), Template-Guided Summarization for Few-shot Dialogue State Tracking
  3 Mar 2022 1 repository listed Syntology ran 9 of 15 samples · 6 unverified · 15 pointer-only (licence)
  In this paper, we hypothesize that dialogue summaries are essentially unstructured dialogue states; hence, we propose to reformulate dialogue state tracking as a dialogue summarization problem.
• Simple Conversational Data Augmentation for Semi-supervised Abstractive Dialogue Summarization
  1 Nov 2021 1 repository listed
  Abstractive conversation summarization has received growing attention while most current state-of-the-art summarization models heavily rely on human-annotated summaries.
• Topic-Aware Contrastive Learning for Abstractive Dialogue Summarization
  10 Sep 2021 1 repository listed
  To capture the various topic information of a conversation and outline salient facts for the captured topics, this work proposes two topic-aware contrastive learning objectives, namely coherence detection and…
• Coreference-Aware Dialogue Summarization
  16 Jun 2021 1 repository listed
  Summarizing conversations via neural approaches has been gaining research traction lately, yet it is still challenging to obtain practical solutions.
• Controllable Abstractive Dialogue Summarization with Sketch Supervision
  28 May 2021 1 repository listed
  In this paper, we aim to improve abstractive dialogue summarization quality and, at the same time, enable granularity control.
• DialogSum: A Real-Life Scenario Dialogue Summarization Dataset
  14 May 2021 1 repository listed
  Proposal of large-scale datasets has facilitated research on deep neural models for news summarization.
• Incorporating Commonsense Knowledge into Abstractive Dialogue Summarization via Heterogeneous Graph Networks
  20 Oct 2020 1 repository listed
  In detail, we consider utterance and commonsense knowledge as two different types of data and design a Dialogue Heterogeneous Graph Network (D-HGN) for modeling both information.
• Multi-View Sequence-to-Sequence Models with Conversational Structure for Abstractive Dialogue Summarization
  4 Oct 2020 1 repository listed
  Text summarization is one of the most challenging and interesting problems in NLP.
• Restructuring Conversations using Discourse Relations for Zero-shot Abstractive Dialogue Summarization
  5 Feb 2019 1 repository listed
  Dialogue summarization is a challenging problem due to the informal and unstructured nature of conversational data.
• Abstractive Dialogue Summarization with Sentence-Gated Modeling Optimized by Dialogue Acts
  15 Sep 2018 1 repository listed
  Neural abstractive summarization has been increasingly studied, where the prior work mainly focused on summarizing single-speaker documents (news, scientific publications, etc).

Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.