Simple and Effective Paraphrastic Similarity from Parallel Translations
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Abstract (arXiv)
We present a model and methodology for learning paraphrastic sentence embeddings directly from bitext, removing the time-consuming intermediate step of creating paraphrase corpora. Further, we show that the resulting model can be applied to cross-lingual tasks where it both outperforms and is orders of magnitude faster than more complex state-of-the-art baselines.
Key facts. Cited by 25 papers in the map (data through 7 Oct 2026). First posted on arXiv 30 Sep 2019.
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Citing papers per year: 2021: 4; 2022: 8; 2023: 8; 2024: 5.
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- 2023Paraphrasing evades detectors of AI-generated text, but retrieval is an effective defensecited by 401
- 2023ReviewerGPT? An Exploratory Study on Using Large Language Models for Paper Reviewingcited by 118
- 2024OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviewscited by 63
- 2021Retrieve Fast, Rerank Smart: Cooperative and Joint Approaches for Improved Cross-Modal Retrievalcited by 27
- 2024What Can Natural Language Processing Do for Peer Review?cited by 24
- 2021Disentangling Semantics and Syntax in Sentence Embeddings with Pre-trained Language Modelscited by 22
- 2022Show Me More Details: Discovering Hierarchies of Procedures from Semi-structured Web Datacited by 22
- 2021Paraphrastic Representations at Scalecited by 19
- 2022Matching Papers and Reviewers at Large Conferencescited by 18
- 2024Usefulness of LLMs as an Author Checklist Assistant for Scientific Papers: NeurIPS'24 Experimentcited by 15
- 2023A Gold Standard Dataset for the Reviewer Assignment Problemcited by 11
- 2024Vulnerability of Text-Matching in ML/AI Conference Reviewer Assignments to Collusionscited by 7
13 more
- 2022NMTScore: A Multilingual Analysis of Translation-based Text Similarity Measurescited by 6
- 2022T-STAR: Truthful Style Transfer using AMR Graph as Intermediate Representationcited by 6
- 2022Beyond Contrastive Learning: A Variational Generative Model for Multilingual Retrievalcited by 5
- 2022What Factors Should Paper-Reviewer Assignments Rely On? Community Perspectives on Issues and Ideals in Conference Peer-Reviewcited by 4
- 2022Retrofitting Multilingual Sentence Embeddings with Abstract Meaning Representationcited by 4
- 2023The Daunting Dilemma with Sentence Encoders: Success on Standard Benchmarks, Failure in Capturing Basic Semantic Propertiescited by 4
- 2023Assisting Human Decisions in Document Matchingcited by 3
- 2024Learning from Many Voices: Literary MT Using Multi-Reference Human and Synthetic Datacited by 3
- 2021Improved Multilingual Language Model Pretraining for Social Media Text via Translation Pair Predictioncited by 1
- 2023The Effect of Alignment Objectives on Code-Switching Translationcited by 1
- 2023A Self-enhancement Multitask Framework for Unsupervised Aspect Category Detectioncited by 1
- 2022Submission-Aware Reviewer Profiling for Reviewer Recommender Systemcited by 0
- 2023Automatic Translation of Hate Speech to Non-hate Speech in Social Media Textscited by 0
- 2024Learning from Many Voices: Literary MT Using Multi-Reference Human and Synthetic Data24 Dec 2024
- 2024OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews16 Dec 2024
- 2024Vulnerability of Text-Matching in ML/AI Conference Reviewer Assignments to Collusions9 Dec 2024
- 2024Usefulness of LLMs as an Author Checklist Assistant for Scientific Papers: NeurIPS'24 Experiment5 Nov 2024
- 2024What Can Natural Language Processing Do for Peer Review?10 May 2024
- 2023A Self-enhancement Multitask Framework for Unsupervised Aspect Category Detection16 Nov 2023
- 2023The Effect of Alignment Objectives on Code-Switching Translation10 Sep 2023
- 2023The Daunting Dilemma with Sentence Encoders: Success on Standard Benchmarks, Failure in Capturing Basic Semantic Properties7 Sep 2023
- 2023Automatic Translation of Hate Speech to Non-hate Speech in Social Media Texts2 Jun 2023
- 2023ReviewerGPT? An Exploratory Study on Using Large Language Models for Paper Reviewing1 Jun 2023
- 2023A Gold Standard Dataset for the Reviewer Assignment Problem23 Mar 2023
- 2023Paraphrasing evades detectors of AI-generated text, but retrieval is an effective defense23 Mar 2023
13 more
- 2023Assisting Human Decisions in Document Matching16 Feb 2023
- 2022Beyond Contrastive Learning: A Variational Generative Model for Multilingual Retrieval21 Dec 2022
- 2022T-STAR: Truthful Style Transfer using AMR Graph as Intermediate Representation3 Dec 2022
- 2022Submission-Aware Reviewer Profiling for Reviewer Recommender System8 Nov 2022
- 2022Retrofitting Multilingual Sentence Embeddings with Abstract Meaning Representation18 Oct 2022
- 2022What Factors Should Paper-Reviewer Assignments Rely On? Community Perspectives on Issues and Ideals in Conference Peer-Review2 May 2022
- 2022NMTScore: A Multilingual Analysis of Translation-based Text Similarity Measures28 Apr 2022
- 2022Show Me More Details: Discovering Hierarchies of Procedures from Semi-structured Web Data14 Mar 2022
- 2022Matching Papers and Reviewers at Large Conferences24 Feb 2022
- 2021Improved Multilingual Language Model Pretraining for Social Media Text via Translation Pair Prediction20 Oct 2021
- 2021Paraphrastic Representations at Scale30 Apr 2021
- 2021Disentangling Semantics and Syntax in Sentence Embeddings with Pre-trained Language Models11 Apr 2021
- 2021Retrieve Fast, Rerank Smart: Cooperative and Joint Approaches for Improved Cross-Modal Retrieval22 Mar 2021
- 2023ReviewerGPT? An Exploratory Study on Using Large Language Models for Paper Reviewingcited by 118
- 2024OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviewscited by 63
- 2021Retrieve Fast, Rerank Smart: Cooperative and Joint Approaches for Improved Cross-Modal Retrievalcited by 27
- 2024What Can Natural Language Processing Do for Peer Review?cited by 24
- 2021Disentangling Semantics and Syntax in Sentence Embeddings with Pre-trained Language Modelscited by 22
- 2022Show Me More Details: Discovering Hierarchies of Procedures from Semi-structured Web Datacited by 22
- 2021Paraphrastic Representations at Scalecited by 19
- 2022Matching Papers and Reviewers at Large Conferencescited by 18
- 2024Usefulness of LLMs as an Author Checklist Assistant for Scientific Papers: NeurIPS'24 Experimentcited by 15
- 2023A Gold Standard Dataset for the Reviewer Assignment Problemcited by 11
- 2024Vulnerability of Text-Matching in ML/AI Conference Reviewer Assignments to Collusionscited by 7
- 2022NMTScore: A Multilingual Analysis of Translation-based Text Similarity Measurescited by 6
12 most cited of 23 All 23 (JSON)
- 2024OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews16 Dec 2024
- 2024Vulnerability of Text-Matching in ML/AI Conference Reviewer Assignments to Collusions9 Dec 2024
- 2024Usefulness of LLMs as an Author Checklist Assistant for Scientific Papers: NeurIPS'24 Experiment5 Nov 2024
- 2024What Can Natural Language Processing Do for Peer Review?10 May 2024
- 2023A Self-enhancement Multitask Framework for Unsupervised Aspect Category Detection16 Nov 2023
- 2023The Effect of Alignment Objectives on Code-Switching Translation10 Sep 2023
- 2023The Daunting Dilemma with Sentence Encoders: Success on Standard Benchmarks, Failure in Capturing Basic Semantic Properties7 Sep 2023
- 2023Automatic Translation of Hate Speech to Non-hate Speech in Social Media Texts2 Jun 2023
- 2023ReviewerGPT? An Exploratory Study on Using Large Language Models for Paper Reviewing1 Jun 2023
- 2023A Gold Standard Dataset for the Reviewer Assignment Problem23 Mar 2023
- 2023Assisting Human Decisions in Document Matching16 Feb 2023
- 2022Beyond Contrastive Learning: A Variational Generative Model for Multilingual Retrieval21 Dec 2022
12 newest of 23 All 23 (JSON)