Split and Rephrase
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Abstract (arXiv)
We propose a new sentence simplification task (Split-and-Rephrase) where the aim is to split a complex sentence into a meaning preserving sequence of shorter sentences. Like sentence simplification, splitting-and-rephrasing has the potential of benefiting both natural language processing and societal applications. Because shorter sentences are generally better processed by NLP systems, it could be used as a preprocessing step which facilitates and improves the performance of parsers, semantic role labellers and machine translation systems. It should also be of use for people with reading disabilities because it allows the conversion of longer sentences into shorter ones. This paper makes two contributions towards this new task. First, we create and make available a benchmark consisting of 1,066,115 tuples mapping a single complex sentence to a sequence of sentences expressing the same meaning. Second, we propose five models (vanilla sequence-to-sequence to semantically-motivated models) to understand the difficulty of the proposed task.
Key facts. Cited by 24 papers in the map (data through 7 Oct 2026). First posted on arXiv 21 Jul 2017.
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Citing papers per year: 2021: 8; 2022: 4; 2023: 8; 2024: 2; 2025: 1; 2026: 1.
24 papers.
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- 2021Document-Level Text Simplification: Dataset, Criteria and Baselinecited by 27
- 2021(Un)solving Morphological Inflection: Lemma Overlap Artificially Inflates Models' Performancecited by 20
- 2022Improving Iterative Text Revision by Learning Where to Edit from Other Revision Taskscited by 20
- 2022Neural Pipeline for Zero-Shot Data-to-Text Generationcited by 19
- 2021BiSECT: Learning to Split and Rephrase Sentences with Bitextscited by 18
- 2021Exploring Decomposition for Table-based Fact Verificationcited by 11
- 2021Nutri-bullets: Summarizing Health Studies by Composing Segmentscited by 6
- 2021ABCD: A Graph Framework to Convert Complex Sentences to a Covering Set of Simple Sentencescited by 5
- 2023Split and Rephrase with Large Language Modelscited by 5
- 2023Automatic and Human-AI Interactive Text Generationcited by 4
- 2024Semantic Graphs for Syntactic Simplification: A Revisit from the Age of LLMcited by 4
- 2021Text Simplification for Comprehension-based Question-Answeringcited by 3
12 more
- 2022Unsupervised Simplification of Legal Textscited by 3
- 2021With Measured Words: Simple Sentence Selection for Black-Box Optimization of Sentence Compression Algorithmscited by 2
- 2023Mitigating Data Scarcity for Large Language Modelscited by 2
- 2024WikiSplit++: Easy Data Refinement for Split and Rephrasecited by 2
- 2022Policy Compliance Detection via Expression Tree Inferencecited by 1
- 2023The Fewer Splits are Better: Deconstructing Readability in Sentence Splittingcited by 1
- 2023Discourse-Aware Text Simplification: From Complex Sentences to Linked Propositionscited by 1
- 2023Conjunct Resolution in the Face of Verbal Omissionscited by 0
- 2023CEScore: Simple and Efficient Confidence Estimation Model for Evaluating Split and Rephrasecited by 0
- 2023From Lengthy to Lucid: A Systematic Literature Review on NLP Techniques for Taming Long Sentencescited by 0
- 2025Text Adaptation to Plain Language and Easy Read via Automatic Post-Editing Cyclescited by 0
- 2026Sentence Splitter: Uncovering Latent Factual Structure for Self-Supervised Learningcited by 0
- 2026Sentence Splitter: Uncovering Latent Factual Structure for Self-Supervised Learning22 Jul 2026
- 2025Text Adaptation to Plain Language and Easy Read via Automatic Post-Editing Cycles15 Sep 2025
- 2024Semantic Graphs for Syntactic Simplification: A Revisit from the Age of LLM4 Jul 2024
- 2024WikiSplit++: Easy Data Refinement for Split and Rephrase13 Apr 2024
- 2023Split and Rephrase with Large Language Models18 Dec 2023
- 2023From Lengthy to Lucid: A Systematic Literature Review on NLP Techniques for Taming Long Sentences8 Dec 2023
- 2023CEScore: Simple and Efficient Confidence Estimation Model for Evaluating Split and Rephrase3 Dec 2023
- 2023Automatic and Human-AI Interactive Text Generation5 Oct 2023
- 2023Discourse-Aware Text Simplification: From Complex Sentences to Linked Propositions1 Aug 2023
- 2023Conjunct Resolution in the Face of Verbal Omissions26 May 2023
- 2023Mitigating Data Scarcity for Large Language Models3 Feb 2023
- 2023The Fewer Splits are Better: Deconstructing Readability in Sentence Splitting2 Feb 2023
12 more
- 2022Improving Iterative Text Revision by Learning Where to Edit from Other Revision Tasks2 Dec 2022
- 2022Unsupervised Simplification of Legal Texts1 Sep 2022
- 2022Policy Compliance Detection via Expression Tree Inference24 May 2022
- 2022Neural Pipeline for Zero-Shot Data-to-Text Generation30 Mar 2022
- 2021Document-Level Text Simplification: Dataset, Criteria and Baseline11 Oct 2021
- 2021Text Simplification for Comprehension-based Question-Answering28 Sep 2021
- 2021Exploring Decomposition for Table-based Fact Verification22 Sep 2021
- 2021BiSECT: Learning to Split and Rephrase Sentences with Bitexts10 Sep 2021
- 2021(Un)solving Morphological Inflection: Lemma Overlap Artificially Inflates Models' Performance12 Aug 2021
- 2021ABCD: A Graph Framework to Convert Complex Sentences to a Covering Set of Simple Sentences22 Jun 2021
- 2021Nutri-bullets: Summarizing Health Studies by Composing Segments22 Mar 2021
- 2021With Measured Words: Simple Sentence Selection for Black-Box Optimization of Sentence Compression Algorithms25 Jan 2021
- 2021Document-Level Text Simplification: Dataset, Criteria and Baselinecited by 27
- 2021(Un)solving Morphological Inflection: Lemma Overlap Artificially Inflates Models' Performancecited by 20
- 2022Improving Iterative Text Revision by Learning Where to Edit from Other Revision Taskscited by 20
- 2022Neural Pipeline for Zero-Shot Data-to-Text Generationcited by 19
- 2021BiSECT: Learning to Split and Rephrase Sentences with Bitextscited by 18
- 2021Exploring Decomposition for Table-based Fact Verificationcited by 11
- 2021Nutri-bullets: Summarizing Health Studies by Composing Segmentscited by 6
- 2021ABCD: A Graph Framework to Convert Complex Sentences to a Covering Set of Simple Sentencescited by 5
- 2023Split and Rephrase with Large Language Modelscited by 5
- 2023Automatic and Human-AI Interactive Text Generationcited by 4
- 2024Semantic Graphs for Syntactic Simplification: A Revisit from the Age of LLMcited by 4
- 2021Text Simplification for Comprehension-based Question-Answeringcited by 3
12 most cited of 24 All 24 (JSON)
- 2026Sentence Splitter: Uncovering Latent Factual Structure for Self-Supervised Learning22 Jul 2026
- 2025Text Adaptation to Plain Language and Easy Read via Automatic Post-Editing Cycles15 Sep 2025
- 2024Semantic Graphs for Syntactic Simplification: A Revisit from the Age of LLM4 Jul 2024
- 2024WikiSplit++: Easy Data Refinement for Split and Rephrase13 Apr 2024
- 2023Split and Rephrase with Large Language Models18 Dec 2023
- 2023From Lengthy to Lucid: A Systematic Literature Review on NLP Techniques for Taming Long Sentences8 Dec 2023
- 2023CEScore: Simple and Efficient Confidence Estimation Model for Evaluating Split and Rephrase3 Dec 2023
- 2023Automatic and Human-AI Interactive Text Generation5 Oct 2023
- 2023Discourse-Aware Text Simplification: From Complex Sentences to Linked Propositions1 Aug 2023
- 2023Conjunct Resolution in the Face of Verbal Omissions26 May 2023
- 2023Mitigating Data Scarcity for Large Language Models3 Feb 2023
- 2023The Fewer Splits are Better: Deconstructing Readability in Sentence Splitting2 Feb 2023
12 newest of 24 All 24 (JSON)