Overview and Results: CL-SciSumm Shared Task 2019
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Abstract (arXiv)
The CL-SciSumm Shared Task is the first medium-scale shared task on scientific document summarization in the computational linguistics~(CL) domain. In 2019, it comprised three tasks: (1A) identifying relationships between citing documents and the referred document, (1B) classifying the discourse facets, and (2) generating the abstractive summary. The dataset comprised 40 annotated sets of citing and reference papers of the CL-SciSumm 2018 corpus and 1000 more from the SciSummNet dataset. All papers are from the open access research papers in the CL domain. This overview describes the participation and the official results of the CL-SciSumm 2019 Shared Task, organized as a part of the 42nd Annual Conference of the Special Interest Group in Information Retrieval (SIGIR), held in Paris, France in July 2019. We compare the participating systems in terms of two evaluation metrics and discuss the use of ROUGE as an evaluation metric. The annotated dataset used for this shared task and the scripts used for evaluation can be accessed and used by the community at: https://github.com/WING-NUS/scisumm-corpus.
Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). First posted on arXiv 23 Jul 2019.
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Citing papers per year: 2021: 5; 2022: 1; 2023: 0; 2024: 0; 2025: 1.
7 papers.
- 2021MS2: Multi-Document Summarization of Medical Studiescited by 80
- 2021CSFCube -- A Test Collection of Computer Science Research Articles for Faceted Query by Examplecited by 20
- 2022X-SCITLDR: Cross-Lingual Extreme Summarization of Scholarly Documentscited by 12
- 2025Towards AI-Assisted Research Writing: Benchmarking LLMs for AI/ML Introduction Generationcited by 6
- 2021Generalising Multilingual Concept-to-Text NLG with Language Agnostic Delexicalisationcited by 1
- 2021Generating Summaries for Scientific Paper Reviewcited by 1
- 2021VerbCL: A Dataset of Verbatim Quotes for Highlight Extraction in Case Lawcited by 0
- 2025Towards AI-Assisted Research Writing: Benchmarking LLMs for AI/ML Introduction Generation19 Aug 2025
- 2022X-SCITLDR: Cross-Lingual Extreme Summarization of Scholarly Documents30 May 2022
- 2021Generating Summaries for Scientific Paper Review28 Sep 2021
- 2021VerbCL: A Dataset of Verbatim Quotes for Highlight Extraction in Case Law23 Aug 2021
- 2021Generalising Multilingual Concept-to-Text NLG with Language Agnostic Delexicalisation7 May 2021
- 2021MS2: Multi-Document Summarization of Medical Studies13 Apr 2021
- 2021CSFCube -- A Test Collection of Computer Science Research Articles for Faceted Query by Example24 Mar 2021