Meeting Summarization

Description from the archive archive 2025-07-28; Papers-with-Code links inside it are rewritten to this site.

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 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.

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

6 datasets 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.

Most implemented papers archive 2025-07-28

18 shown of 18 papers with code (53 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.
• A Hierarchical Network for Abstractive Meeting Summarization with Cross-Domain Pretraining
  4 Apr 2020 3 repositories listed
  With the abundance of automatic meeting transcripts, meeting summarization is of great interest to both participants and other parties.
• 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…
• Summ^N: A Multi-Stage Summarization Framework for Long Input Dialogues and Documents
  16 Oct 2021 2 repositories listed
  To the best of our knowledge, Summᴺ is the first multi-stage split-then-summarize framework for long input summarization.
• Align then Summarize: Automatic Alignment Methods for Summarization Corpus Creation
  15 Jul 2020 2 repositories listed
  We report automatic alignment and summarization performances on this corpus and show that automatic alignment is relevant for data annotation since it leads to large improvement of almost +4 on all ROUGE scores on the…
• QuickVideo: Real-Time Long Video Understanding with System Algorithm Co-Design
  22 May 2025 1 repository listed
  Long-video understanding has emerged as a crucial capability in real-world applications such as video surveillance, meeting summarization, educational lecture analysis, and sports broadcasting.
• Tell me what I need to know: Exploring LLM-based (Personalized) Abstractive Multi-Source Meeting Summarization
  18 Oct 2024 1 repository listed
  Previous attempts to address these issues by considering related supplementary resources (e.
• What's Wrong? Refining Meeting Summaries with LLM Feedback
  16 Jul 2024 1 repository listed
  Meeting summarization has become a critical task since digital encounters have become a common practice.
• What's under the hood: Investigating Automatic Metrics on Meeting Summarization
  17 Apr 2024 1 repository listed
  Meeting summarization has become a critical task considering the increase in online interactions.
• MeetingBank: A Benchmark Dataset for Meeting Summarization
  27 May 2023 1 repository listed
  However, there is a crucial lack of annotated meeting corpora for developing this technology, as it can be hard to collect meetings, especially when the topics discussed are confidential.
• Private Meeting Summarization Without Performance Loss
  25 May 2023 1 repository listed
  Meeting summarization has an enormous business potential, but in addition to being a hard problem, roll-out is challenged by privacy concerns.
• VCSUM: A Versatile Chinese Meeting Summarization Dataset
  9 May 2023 1 repository listed
  Compared to news and chat summarization, the development of meeting summarization is hugely decelerated by the limited data.
• Enhancing Large Language Model with Self-Controlled Memory Framework
  26 Apr 2023 1 repository listed Syntology ran 0 of 14 samples · 14 unverified
  Large Language Models (LLMs) are constrained by their inability to process lengthy inputs, resulting in the loss of critical historical information.
• Query-Utterance Attention with Joint modeling for Query-Focused Meeting Summarization
  8 Mar 2023 1 repository listed
  Previous works typically concatenate the query with meeting transcripts and implicitly model the query relevance only at the token level with attention mechanism.
• Meeting Summarization with Pre-training and Clustering Methods
  16 Nov 2021 1 repository listed
  Lastly, we compare the performance of our baseline models with BART, a state-of-the-art language model that is effective for summarization.
• QMSum: A New Benchmark for Query-based Multi-domain Meeting Summarization
  13 Apr 2021 1 repository listed
  As increasing numbers of meetings are recorded and transcribed, meeting summaries have become essential to remind those who may or may not have attended the meetings about the key decisions made and the tasks to be…
• Dialogue Discourse-Aware Graph Model and Data Augmentation for Meeting Summarization
  7 Dec 2020 1 repository listed
  First, we present a Dialogue Discourse-Dware Meeting Summarizer (DDAMS) to explicitly model the interaction between utterances in a meeting by modeling different discourse relations.
• How Domain Terminology Affects Meeting Summarization Performance
  2 Nov 2020 1 repository listed
  We then analyze the performance of a meeting summarization system with and without jargon terms.

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.