mlsanityData to 14 Oct 2026

Multi-Document Summarization with Determinantal Point Processes and Contextualized Representations

arXiv 1910.11411 ↗First posted 24 Oct 2019cs.CLcited by 16

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Abstract (arXiv)

Emerged as one of the best performing techniques for extractive summarization, determinantal point processes select the most probable set of sentences to form a summary according to a probability measure defined by modeling sentence prominence and pairwise repulsion. Traditionally, these aspects are modelled using shallow and linguistically informed features, but the rise of deep contextualized representations raises an interesting question of whether, and to what extent, contextualized representations can be used to improve DPP modeling. Our findings suggest that, despite the success of deep representations, it remains necessary to combine them with surface indicators for effective identification of summary sentences.

Key facts. Cited by 16 papers in the map (data through 14 Oct 2026). First posted on arXiv 24 Oct 2019.

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Citing papers per year: 2021: 3; 2022: 2; 2023: 5; 2024: 1; 2025: 2; 2026: 3.

16 papers.

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  1. 2022Toward Unifying Text Segmentation and Long Document Summarizationcited by 28
  2. 2021BASS: Boosting Abstractive Summarization with Unified Semantic Graphcited by 21
  3. 2021Diversity-Aware Batch Active Learning for Dependency Parsingcited by 9
  4. 2023Feasible Recourse Plan via Diverse Interpolationcited by 6
  5. 2025LeCoPCR: Legal Concept-guided Prior Case Retrieval for European Court of Human Rights casescited by 5
  6. 2021Modeling Endorsement for Multi-Document Abstractive Summarizationcited by 2
  7. 2022Diverse Multi-Answer Retrieval with Determinantal Point Processescited by 2
  8. 2023Unsupervised Multi-document Summarization with Holistic Inferencecited by 2
  9. 2026Scaling DPPs for RAG: Density Meets Diversitycited by 2
  10. 2026Beyond Top-k Skill Retrieval: Diversity-Aware Skill Routing for LLM Agentscited by 2
  11. 2023Supervising the Centroid Baseline for Extractive Multi-Document Summarizationcited by 1
  12. 2025Principled Content Selection to Generate Diverse and Personalized Multi-Document Summariescited by 1
4 more
  1. 2026FlexRouter: Learning Complementary Model Sets for Flexible LLM Routingcited by 1
  2. 2023Efficient Failure Pattern Identification of Predictive Algorithmscited by 0
  3. 2023DPP-TTS: Diversifying prosodic features of speech via determinantal point processescited by 0
  4. 2024Enhancing Jailbreak Attacks with Diversity Guidancecited by 0