mlsanityData to 14 Oct 2026

Generating Summaries with Topic Templates and Structured Convolutional Decoders

arXiv 1906.04687 ↗First posted 11 Jun 2019cs.CLcited by 20

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Abstract (arXiv)

Existing neural generation approaches create multi-sentence text as a single sequence. In this paper we propose a structured convolutional decoder that is guided by the content structure of target summaries. We compare our model with existing sequential decoders on three data sets representing different domains. Automatic and human evaluation demonstrate that our summaries have better content coverage.

Key facts. Cited by 20 papers in the map (data through 14 Oct 2026). First posted on arXiv 11 Jun 2019.

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Citing papers per year: 2021: 7; 2022: 4; 2023: 1; 2024: 6; 2025: 2.

20 papers.

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  1. 2021Exploring Neural Models for Query-Focused Summarizationcited by 44
  2. 2022Conditional Generation with a Question-Answering Blueprintcited by 44
  3. 2022Models and Datasets for Cross-Lingual Summarisationcited by 36
  4. 2022GEMv2: Multilingual NLG Benchmarking in a Single Line of Codecited by 36
  5. 2023WebBrain: Learning to Generate Factually Correct Articles for Queries by Grounding on Large Web Corpuscited by 29
  6. 2024Adaptive Memory Replay for Continual Learningcited by 22
  7. 2021Self-Supervised Multimodal Opinion Summarizationcited by 18
  8. 2021A Sliding-Window Approach to Automatic Creation of Meeting Minutescited by 14
  9. 2022Improving Multi-Document Summarization through Referenced Flexible Extraction with Credit-Awarenesscited by 13
  10. 2024Learning to Plan for Language Modeling from Unlabeled Datacited by 12
  11. 2021Text Summarization with Latent Queriescited by 8
  12. 2021TWAG: A Topic-Guided Wikipedia Abstract Generatorcited by 5
8 more
  1. 2021Surfer100: Generating Surveys From Web Resources, Wikipedia-stylecited by 3
  2. 2025MegaWika 2: A More Comprehensive Multilingual Collection of Articles and their Sourcescited by 3
  3. 2021Modeling Endorsement for Multi-Document Abstractive Summarizationcited by 2
  4. 2024WIKIGENBENCH: Exploring Full-length Wikipedia Generation under Real-World Scenariocited by 2
  5. 2024Reducing Hallucinations in Entity Abstract Summarization with Facts-Template Decompositioncited by 1
  6. 2025Enhancing Long Document Long Form Summarisation with Self-Planningcited by 1
  7. 2024FRACTAL: Fine-Grained Scoring from Aggregate Text Labelscited by 0
  8. 2024Leveraging Entailment Judgements in Cross-Lingual Summarisationcited by 0