Paraphrasing with Large Language Models
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Abstract (arXiv)
Recently, large language models such as GPT-2 have shown themselves to be extremely adept at text generation and have also been able to achieve high-quality results in many downstream NLP tasks such as text classification, sentiment analysis and question answering with the aid of fine-tuning. We present a useful technique for using a large language model to perform the task of paraphrasing on a variety of texts and subjects. Our approach is demonstrated to be capable of generating paraphrases not only at a sentence level but also for longer spans of text such as paragraphs without needing to break the text into smaller chunks.
Key facts. Cited by 35 papers in the map (data through 7 Oct 2026). First posted on arXiv 21 Nov 2019.
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Citing papers per year: 2021: 5; 2022: 8; 2023: 8; 2024: 6; 2025: 4; 2026: 4.
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- 2023Paraphrasing evades detectors of AI-generated text, but retrieval is an effective defensecited by 401
- 2022The Limits of Word Level Differential Privacycited by 63
- 2022Discovering Bugs in Vision Models using Off-the-shelf Image Generation and Captioningcited by 45
- 2025Large Language Models Hallucination: A Comprehensive Surveycited by 45
- 2024What is the Role of Small Models in the LLM Era: A Surveycited by 41
- 2022How Large Language Models are Transforming Machine-Paraphrased Plagiarismcited by 38
- 2023SentimentGPT: Exploiting GPT for Advanced Sentiment Analysis and its Departure from Current Machine Learningcited by 38
- 2022Novelty Controlled Paraphrase Generation with Retrieval Augmented Conditional Prompt Tuningcited by 25
- 2023FACTIFY-5WQA: 5W Aspect-based Fact Verification through Question Answeringcited by 24
- 2023LLM for SoC Security: A Paradigm Shiftcited by 22
- 2023LoFT: Local Proxy Fine-tuning For Improving Transferability Of Adversarial Attacks Against Large Language Modelcited by 21
- 2021Refocusing on Relevance: Personalization in NLGcited by 18
23 more
- 2021SHARE: a System for Hierarchical Assistive Recipe Editingcited by 15
- 2024Waterfall: Framework for Robust and Scalable Text Watermarking and Provenance for LLMscited by 14
- 2021ConRPG: Paraphrase Generation using Contexts as Regularizercited by 13
- 2024A Comprehensive Survey of Contamination Detection Methods in Large Language Modelscited by 12
- 2022Practice Makes a Solver Perfect: Data Augmentation for Math Word Problem Solverscited by 9
- 2021An Approach to Improve Robustness of NLP Systems against ASR Errorscited by 8
- 2024Improving Black-box Robustness with In-Context Rewritingcited by 8
- 2023Math Word Problem Solving by Generating Linguistic Variants of Problem Statementscited by 7
- 2024Validating LLM-Generated Programs with Metamorphic Prompt Testingcited by 6
- 2022Uniform Complexity for Text Generationcited by 4
- 2023Conversational Process Modeling: Can Generative AI Empower Domain Experts in Creating and Redesigning Process Models?cited by 4
- 2024Reconstruction of Differentially Private Text Sanitization via Large Language Modelscited by 4
- 2025SoftMatcha: A Soft and Fast Pattern Matcher for Billion-Scale Corpus Searchescited by 3
- 2022Quick Starting Dialog Systems with Paraphrase Generationcited by 2
- 2022Understanding Metrics for Paraphrasingcited by 1
- 2025QueryBandits for Hallucination Mitigation: Exploiting Semantic Features for No-Regret Rewritingcited by 1
- 2026TRACER: A Semantic-Aware Framework for Fine-Grained Contamination Detection in Code LLMscited by 1
- 2021Paraphrase Generation as Unsupervised Machine Translationcited by 0
- 2023Automatic Translation of Hate Speech to Non-hate Speech in Social Media Textscited by 0
- 2025SMCLM: Semantically Meaningful Causal Language Modeling for Autoregressive Paraphrase Generationcited by 0
- 2026No One Size Fits All: QueryBandits for Hallucination Mitigationcited by 0
- 2026Combating Data Laundering in LLM Trainingcited by 0
- 2026TEAR: Table Extraction with Attribute Recommendation from Texts via Large Language Modelscited by 0
- 2026TEAR: Table Extraction with Attribute Recommendation from Texts via Large Language Models14 Sep 2026
- 2026TRACER: A Semantic-Aware Framework for Fine-Grained Contamination Detection in Code LLMs22 May 2026
- 2026Combating Data Laundering in LLM Training2 Apr 2026
- 2026No One Size Fits All: QueryBandits for Hallucination Mitigation23 Feb 2026
- 2025Large Language Models Hallucination: A Comprehensive Survey5 Oct 2025
- 2025QueryBandits for Hallucination Mitigation: Exploiting Semantic Features for No-Regret Rewriting22 Aug 2025
- 2025SMCLM: Semantically Meaningful Causal Language Modeling for Autoregressive Paraphrase Generation4 Jul 2025
- 2025SoftMatcha: A Soft and Fast Pattern Matcher for Billion-Scale Corpus Searches5 Mar 2025
- 2024Reconstruction of Differentially Private Text Sanitization via Large Language Models16 Oct 2024
- 2024What is the Role of Small Models in the LLM Era: A Survey10 Sep 2024
- 2024Waterfall: Framework for Robust and Scalable Text Watermarking and Provenance for LLMs5 Jul 2024
- 2024Validating LLM-Generated Programs with Metamorphic Prompt Testing11 Jun 2024
23 more
- 2024A Comprehensive Survey of Contamination Detection Methods in Large Language Models31 Mar 2024
- 2024Improving Black-box Robustness with In-Context Rewriting13 Feb 2024
- 2023LLM for SoC Security: A Paradigm Shift9 Oct 2023
- 2023LoFT: Local Proxy Fine-tuning For Improving Transferability Of Adversarial Attacks Against Large Language Model2 Oct 2023
- 2023SentimentGPT: Exploiting GPT for Advanced Sentiment Analysis and its Departure from Current Machine Learning16 Jul 2023
- 2023Math Word Problem Solving by Generating Linguistic Variants of Problem Statements24 Jun 2023
- 2023Automatic Translation of Hate Speech to Non-hate Speech in Social Media Texts2 Jun 2023
- 2023FACTIFY-5WQA: 5W Aspect-based Fact Verification through Question Answering7 May 2023
- 2023Conversational Process Modeling: Can Generative AI Empower Domain Experts in Creating and Redesigning Process Models?19 Apr 2023
- 2023Paraphrasing evades detectors of AI-generated text, but retrieval is an effective defense23 Mar 2023
- 2022How Large Language Models are Transforming Machine-Paraphrased Plagiarism7 Oct 2022
- 2022Discovering Bugs in Vision Models using Off-the-shelf Image Generation and Captioning18 Aug 2022
- 2022Understanding Metrics for Paraphrasing26 May 2022
- 2022The Limits of Word Level Differential Privacy2 May 2022
- 2022Practice Makes a Solver Perfect: Data Augmentation for Math Word Problem Solvers30 Apr 2022
- 2022Uniform Complexity for Text Generation11 Apr 2022
- 2022Quick Starting Dialog Systems with Paraphrase Generation6 Apr 2022
- 2022Novelty Controlled Paraphrase Generation with Retrieval Augmented Conditional Prompt Tuning1 Feb 2022
- 2021Refocusing on Relevance: Personalization in NLG10 Sep 2021
- 2021Paraphrase Generation as Unsupervised Machine Translation7 Sep 2021
- 2021ConRPG: Paraphrase Generation using Contexts as Regularizer1 Sep 2021
- 2021SHARE: a System for Hierarchical Assistive Recipe Editing17 May 2021
- 2021An Approach to Improve Robustness of NLP Systems against ASR Errors25 Mar 2021
- 2022The Limits of Word Level Differential Privacycited by 63
- 2022Discovering Bugs in Vision Models using Off-the-shelf Image Generation and Captioningcited by 45
- 2025Large Language Models Hallucination: A Comprehensive Surveycited by 45
- 2024What is the Role of Small Models in the LLM Era: A Surveycited by 41
- 2022How Large Language Models are Transforming Machine-Paraphrased Plagiarismcited by 38
- 2023SentimentGPT: Exploiting GPT for Advanced Sentiment Analysis and its Departure from Current Machine Learningcited by 38
- 2023FACTIFY-5WQA: 5W Aspect-based Fact Verification through Question Answeringcited by 24
- 2023LLM for SoC Security: A Paradigm Shiftcited by 22
- 2023LoFT: Local Proxy Fine-tuning For Improving Transferability Of Adversarial Attacks Against Large Language Modelcited by 21
- 2021Refocusing on Relevance: Personalization in NLGcited by 18
- 2021SHARE: a System for Hierarchical Assistive Recipe Editingcited by 15
- 2021ConRPG: Paraphrase Generation using Contexts as Regularizercited by 13
12 most cited of 29 All 29 (JSON)
- 2026TEAR: Table Extraction with Attribute Recommendation from Texts via Large Language Models14 Sep 2026
- 2026TRACER: A Semantic-Aware Framework for Fine-Grained Contamination Detection in Code LLMs22 May 2026
- 2026Combating Data Laundering in LLM Training2 Apr 2026
- 2025Large Language Models Hallucination: A Comprehensive Survey5 Oct 2025
- 2025SMCLM: Semantically Meaningful Causal Language Modeling for Autoregressive Paraphrase Generation4 Jul 2025
- 2025SoftMatcha: A Soft and Fast Pattern Matcher for Billion-Scale Corpus Searches5 Mar 2025
- 2024Reconstruction of Differentially Private Text Sanitization via Large Language Models16 Oct 2024
- 2024What is the Role of Small Models in the LLM Era: A Survey10 Sep 2024
- 2024Validating LLM-Generated Programs with Metamorphic Prompt Testing11 Jun 2024
- 2024A Comprehensive Survey of Contamination Detection Methods in Large Language Models31 Mar 2024
- 2024Improving Black-box Robustness with In-Context Rewriting13 Feb 2024
- 2023LLM for SoC Security: A Paradigm Shift9 Oct 2023
12 newest of 29 All 29 (JSON)