Paper Abstract Writing through Editing Mechanism
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Abstract (arXiv)
We present a paper abstract writing system based on an attentive neural sequence-to-sequence model that can take a title as input and automatically generate an abstract. We design a novel Writing-editing Network that can attend to both the title and the previously generated abstract drafts and then iteratively revise and polish the abstract. With two series of Turing tests, where the human judges are asked to distinguish the system-generated abstracts from human-written ones, our system passes Turing tests by junior domain experts at a rate up to 30% and by non-expert at a rate up to 80%.
Key facts. Cited by 9 papers in the map (data through 14 Oct 2026). First posted on arXiv 15 May 2018.
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Citing papers per year: 2022: 2; 2023: 2; 2024: 2; 2025: 2; 2026: 1.
9 papers.
- 2023AMERICANO: Argument Generation with Discourse-driven Decomposition and Agent Interactioncited by 8
- 2025Large Language Models Penetration in Scholarly Writing and Peer Reviewcited by 6
- 2022MOCHA: A Multi-Task Training Approach for Coherent Text Generation from Cognitive Perspectivecited by 4
- 2024Can pre-trained language models generate titles for research papers?cited by 3
- 2022SuMe: A Dataset Towards Summarizing Biomedical Mechanismscited by 2
- 2025Exploring LLM Capabilities in Extracting DCAT-Compatible Metadata for Data Catalogingcited by 2
- 2023Non-Autoregressive Sentence Orderingcited by 0
- 2024DSAI: Unbiased and Interpretable Latent Feature Extraction for Data-Centric AIcited by 0
- 2026Automatic Generation of Titles for Research Papers Using Language Modelscited by 0
- 2026Automatic Generation of Titles for Research Papers Using Language Models3 Jun 2026
- 2025Exploring LLM Capabilities in Extracting DCAT-Compatible Metadata for Data Cataloging4 Jul 2025
- 2025Large Language Models Penetration in Scholarly Writing and Peer Review16 Feb 2025
- 2024DSAI: Unbiased and Interpretable Latent Feature Extraction for Data-Centric AI9 Dec 2024
- 2024Can pre-trained language models generate titles for research papers?22 Sep 2024
- 2023AMERICANO: Argument Generation with Discourse-driven Decomposition and Agent Interaction31 Oct 2023
- 2023Non-Autoregressive Sentence Ordering19 Oct 2023
- 2022MOCHA: A Multi-Task Training Approach for Coherent Text Generation from Cognitive Perspective26 Oct 2022
- 2022SuMe: A Dataset Towards Summarizing Biomedical Mechanisms10 May 2022