mlsanityData to 7 Oct 2026

Unsupervised Abstractive Meeting Summarization with Multi-Sentence Compression and Budgeted Submodular Maximization

arXiv 1805.05271 ↗First posted 14 May 2018cs.CLcited by 46

Not on the map. Why?

Abstract (arXiv)

We introduce a novel graph-based framework for abstractive meeting speech summarization that is fully unsupervised and does not rely on any annotations. Our work combines the strengths of multiple recent approaches while addressing their weaknesses. Moreover, we leverage recent advances in word embeddings and graph degeneracy applied to NLP to take exterior semantic knowledge into account, and to design custom diversity and informativeness measures. Experiments on the AMI and ICSI corpus show that our system improves on the state-of-the-art. Code and data are publicly available, and our system can be interactively tested.

Key facts. Cited by 46 papers in the map (data through 7 Oct 2026). First posted on arXiv 14 May 2018.

Builds on

No reference list yet.

Built on by

Cited by year

Citing papers per year: 2021: 21; 2022: 12; 2023: 5; 2024: 8.

46 papers.

Sort:

  1. 2021QMSum: A New Benchmark for Query-based Multi-domain Meeting Summarizationcited by 363
  2. 2024A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methodscited by 101
  3. 2023MeetingBank: A Benchmark Dataset for Meeting Summarizationcited by 81
  4. 2021A Survey on Dialogue Summarization: Recent Advances and New Frontierscited by 51
  5. 2021Language Model as an Annotator: Exploring DialoGPT for Dialogue Summarizationcited by 46
  6. 2021Structure-Aware Abstractive Conversation Summarization via Discourse and Action Graphscited by 36
  7. 2021Coreference-Aware Dialogue Summarizationcited by 34
  8. 2021Hierarchical Learning for Generation with Long Source Sequencescited by 32
  9. 2021An Exploratory Study on Long Dialogue Summarization: What Works and What's Nextcited by 28
  10. 2022Toward Unifying Text Segmentation and Long Document Summarizationcited by 28
  11. 2021Topic-Aware Contrastive Learning for Abstractive Dialogue Summarizationcited by 23
  12. 2021Low-Resource Dialogue Summarization with Domain-Agnostic Multi-Source Pretrainingcited by 19
34 more
  1. 2021RetrievalSum: A Retrieval Enhanced Framework for Abstractive Summarizationcited by 19
  2. 2022Efficient Unsupervised Sentence Compression by Fine-tuning Transformers with Reinforcement Learningcited by 18
  3. 2021StreamHover: Livestream Transcript Summarization and Annotationcited by 15
  4. 2021A Sliding-Window Approach to Automatic Creation of Meeting Minutescited by 14
  5. 2021A Bag of Tricks for Dialogue Summarizationcited by 13
  6. 2024gTBLS: Generating Tables from Text by Conditional Question Answeringcited by 13
  7. 2021Hierarchical Summarization for Longform Spoken Dialogcited by 9
  8. 2022Abstractive Meeting Summarization: A Surveycited by 9
  9. 2022An End-to-End Dialogue Summarization System for Sales Callscited by 7
  10. 2024ORCHID: A Chinese Debate Corpus for Target-Independent Stance Detection and Argumentative Dialogue Summarizationcited by 6
  11. 2021Dialogue Summarization with Supporting Utterance Flow Modeling and Fact Regularizationcited by 5
  12. 2022Unsupervised Learning of Hierarchical Conversation Structurecited by 5
  13. 2024AugSumm: towards generalizable speech summarization using synthetic labels from large language modelcited by 5
  14. 2021Few-Shot Learning of an Interleaved Text Summarization Model by Pretraining with Synthetic Datacited by 4
  15. 2023LLM aided semi-supervision for Extractive Dialog Summarizationcited by 4
  16. 2021Dynamic Sliding Window for Meeting Summarizationcited by 3
  17. 2022Taxonomy of Abstractive Dialogue Summarization: Scenarios, Approaches and Future Directionscited by 3
  18. 2022Meeting Summarization: A Survey of the State of the Artcited by 3
  19. 2023FREDSum: A Dialogue Summarization Corpus for French Political Debatescited by 3
  20. 2024Leveraging Discourse Structure for Extractive Meeting Summarizationcited by 3
  21. 2022PREME: Preference-based Meeting Exploration through an Interactive Questionnairecited by 2
  22. 2022Unsupervised Abstractive Dialogue Summarization with Word Graphs and POV Conversioncited by 2
  23. 2022ESSumm: Extractive Speech Summarization from Untranscribed Meetingcited by 2
  24. 2023Instructive Dialogue Summarization with Query Aggregationscited by 2
  25. 2021MAPGN: MAsked Pointer-Generator Network for sequence-to-sequence pre-trainingcited by 1
  26. 2022Heuristic-based Inter-training to Improve Few-shot Multi-perspective Dialog Summarizationcited by 1
  27. 2022TANet: Thread-Aware Pretraining for Abstractive Conversational Summarizationcited by 1
  28. 2024GLIMMER: Incorporating Graph and Lexical Features in Unsupervised Multi-Document Summarizationcited by 1
  29. 2021Zero-Shot Joint Modeling of Multiple Spoken-Text-Style Conversion Tasks using Switching Tokenscited by 0
  30. 2021Meeting Summarization with Pre-training and Clustering Methodscited by 0
  31. 2021NLP Research and Resources at DaSciM, Ecole Polytechniquecited by 0
  32. 2023Reconstruct Before Summarize: An Efficient Two-Step Framework for Condensing and Summarizing Meeting Transcriptscited by 0
  33. 2024Investigating Consistency in Query-Based Meeting Summarization: A Comparative Study of Different Embedding Methodscited by 0
  34. 2024Society of Medical Simplifierscited by 0