Paraphrase Identification

The goal of Paraphrase Identification is to determine whether a pair of sentences have the same meaning.

Source: Adversarial Examples with Difficult Common Words for Paraphrase Identification

Image source: On Paraphrase Identification Corpora

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 172 papers

Title	Date	Tasks	Status	Hype
Evaluating the Effectiveness of Linguistic Knowledge in Pretrained Language Models: A Case Study of Universal Dependencies	Jun 5, 2025	Paraphrase Identification	—Unverified	0
Enhancing Paraphrase Type Generation: The Impact of DPO and RLHF Evaluated with Human-Ranked Data	May 28, 2025	Machine TranslationParaphrase Generation	CodeCode Available	0
Enhancing Plagiarism Detection in Marathi with a Weighted Ensemble of TF-IDF and BERT Embeddings for Low-Resource Language Processing	Jan 9, 2025	Paraphrase IdentificationSentence	CodeCode Available	0
Tougher Text, Smarter Models: Raising the Bar for Adversarial Defence Benchmarks	Jan 5, 2025	Adversarial RobustnessBenchmarking	CodeCode Available	0
Application Specific Compression of Deep Learning Models	Sep 9, 2024	Deep LearningModel Compression	CodeCode Available	0
Cross-lingual paraphrase identification	Jun 21, 2024	Cross-Lingual Paraphrase IdentificationParaphrase Identification	—Unverified	0
Is Modularity Transferable? A Case Study through the Lens of Knowledge Distillation	Mar 27, 2024	Domain AdaptationKnowledge Distillation	CodeCode Available	0
Memory-efficient Stochastic methods for Memory-based Transformers	Nov 14, 2023	Language ModelingLanguage Modelling	CodeCode Available	0
SplitEE: Early Exit in Deep Neural Networks with Split Computing	Sep 17, 2023	Natural Language InferenceParaphrase Identification	CodeCode Available	0
Do Multilingual Language Models Think Better in English?	Aug 2, 2023	Common Sense ReasoningCross-Lingual Natural Language Inference	CodeCode Available	1
Is Prompt-Based Finetuning Always Better than Vanilla Finetuning? Insights from Cross-Lingual Language Understanding	Jul 15, 2023	Cross-Lingual TransferNatural Language Inference	CodeCode Available	0
Assessing Word Importance Using Models Trained for Semantic Tasks	May 31, 2023	Natural Language InferenceParaphrase Identification	CodeCode Available	0
Cross-functional Analysis of Generalisation in Behavioural Learning	May 22, 2023	Paraphrase IdentificationReading Comprehension	CodeCode Available	0
SMoA: Sparse Mixture of Adapters to Mitigate Multiple Dataset Biases	Feb 28, 2023	Adversarial RobustnessNatural Language Inference	—Unverified	0
Co-Driven Recognition of Semantic Consistency via the Fusion of Transformer and HowNet Sememes Knowledge	Feb 21, 2023	Paraphrase IdentificationSentence	CodeCode Available	0
Paraphrase Identification with Deep Learning: A Review of Datasets and Methods	Dec 13, 2022	Paraphrase IdentificationText Generation	—Unverified	0
Improving word mover's distance by leveraging self-attention matrix	Nov 11, 2022	Paraphrase IdentificationSemantic Similarity	CodeCode Available	1
Balanced Adversarial Training: Balancing Tradeoffs between Fickleness and Obstinacy in NLP Models	Oct 20, 2022	Contrastive LearningNatural Language Inference	CodeCode Available	0
Scaling Instruction-Finetuned Language Models	Oct 20, 2022	Coreference ResolutionCross-Lingual Question Answering	CodeCode Available	3
Towards Structure-aware Paraphrase Identification with Phrase Alignment Using Sentence Encoders	Oct 11, 2022	Paraphrase IdentificationSensitivity	—Unverified	0
Improving Large-scale Paraphrase Acquisition and Generation	Oct 6, 2022	Language ModelingLanguage Modelling	—Unverified	0
GAPX: Generalized Autoregressive Paraphrase-Identification X	Oct 5, 2022	Paraphrase Identification	CodeCode Available	0
Paraphrasing, textual entailment, and semantic similarity above word level	Aug 10, 2022	Natural Language InferenceParaphrase Identification	—Unverified	0
Towards Automatic Short Answer Assessment for Finnish as a Paraphrase Retrieval Task	Jul 1, 2022	Paraphrase IdentificationRetrieval	—Unverified	0
Adversarial Self-Attention for Language Understanding	Jun 25, 2022	Machine Reading ComprehensionNamed Entity Recognition (NER)	CodeCode Available	0

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All datasets Quora Question Pairs MSRP Quora Question Pairs Dev 2017_test set AP IMDb PIT Translated SNLI Dataset in Marathi TURL WikiHop Yelp

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BERT-Base	Direct Intrinsic Dimension	9,295	—	Unverified
2	data2vec	Accuracy	92.4	—	Unverified
3	SMART-BERT	Dev Accuracy	91.5	—	Unverified
4	ALICE	F1	90.7	—	Unverified
5	MFAE	Accuracy	90.54	—	Unverified
6	RoBERTa-large 355M + Entailment as Few-shot Learner	F1	89.2	—	Unverified
7	MwAN	Accuracy	89.12	—	Unverified
8	DIIN	Accuracy	89.06	—	Unverified
9	MSEM	Accuracy	88.86	—	Unverified
10	Bi-CAS-LSTM	Accuracy	88.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FEAT2, TFKLD, SVM, Fine-grained features	Accuracy	80.41	—	Unverified
2	NMF factorization-unigrams-TFKLD	Accuracy	72.75	—	Unverified
3	SWEM-concat	Accuracy	71.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BERT + SCH attm	Val Accuracy	91.42	—	Unverified
2	BERT + SCH attn	Val F1 Score	88.44	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CNN	10 fold Cross validation	50	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RoBETRa base	MCC	0.53	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SplitEE-S	Accuracy	82.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TSDAE	AP	69.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Weighted Ensemble of TF-IDF and BERT Embeddings	1:1 Accuracy	82.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TSDAE	AP	76.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	StructBERTRoBERTa ensemble	Accuracy	90.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SplitEE-S	Accuracy	76.7	—	Unverified