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 101–125 of 172 papers

Title	Date	Tasks	Status
The BQ Corpus: A Large-scale Domain-specific Chinese Corpus For Sentence Semantic Equivalence Identification	Oct 1, 2018	ClusteringParaphrase Identification	—Unverified
AWE: Asymmetric Word Embedding for Textual Entailment	Sep 11, 2018	Natural Language InferenceParaphrase Identification	—Unverified
Cell-aware Stacked LSTMs for Modeling Sentences	Sep 7, 2018	Machine TranslationNatural Language Inference	—Unverified
Paraphrase Thought: Sentence Embedding Module Imitating Human Language Recognition	Aug 16, 2018	Document ClassificationGeneral Classification	CodeCode Available
Learning to Represent Bilingual Dictionaries	Aug 10, 2018	Multi-Task LearningParaphrase Identification	CodeCode Available
LCQMC:A Large-scale Chinese Question Matching Corpus	Aug 1, 2018	Information RetrievalMachine Translation	—Unverified
Multiway Attention Networks for Modeling Sentence Pairs	Jul 1, 2018	Natural Language InferenceParaphrase Identification	CodeCode Available
To Attend or not to Attend: A Case Study on Syntactic Structures for Semantic Relatedness	Jul 1, 2018	Machine TranslationParaphrase Identification	CodeCode Available
Neural Network Models for Paraphrase Identification, Semantic Textual Similarity, Natural Language Inference, and Question Answering	Jun 12, 2018	Natural Language InferenceParaphrase Identification	CodeCode Available
Element-wise Bilinear Interaction for Sentence Matching	Jun 1, 2018	Natural Language InferenceParaphrase Identification	—Unverified
Semantic Sentence Matching with Densely-connected Recurrent and Co-attentive Information	May 29, 2018	Natural Language InferenceParaphrase Identification	—Unverified
Character-based Neural Networks for Sentence Pair Modeling	May 21, 2018	Language ModelingLanguage Modelling	CodeCode Available
SPADE: Evaluation Dataset for Monolingual Phrase Alignment	May 1, 2018	Machine TranslationParaphrase Identification	—Unverified
ETPC - A Paraphrase Identification Corpus Annotated with Extended Paraphrase Typology and Negation	May 1, 2018	Natural Language InferenceNegation	CodeCode Available
Learning General Purpose Distributed Sentence Representations via Large Scale Multi-task Learning	Mar 30, 2018	Multi-Task LearningNatural Language Inference	CodeCode Available
Matching Natural Language Sentences with Hierarchical Sentence Factorization	Mar 1, 2018	Deep LearningParaphrase Identification	—Unverified
Recurrent Neural Network-Based Semantic Variational Autoencoder for Sequence-to-Sequence Learning	Feb 9, 2018	ImputationLanguage Modeling	CodeCode Available
A Deep Relevance Matching Model for Ad-hoc Retrieval	Nov 23, 2017	Ad-Hoc Information RetrievalParaphrase Identification	CodeCode Available
Modelling Domain Relationships for Transfer Learning on Retrieval-based Question Answering Systems in E-commerce	Nov 23, 2017	ChatbotNatural Language Inference	—Unverified
Semantic Similarity Analysis for Paraphrase Identification in Arabic Texts	Nov 1, 2017	Paraphrase IdentificationSemantic Similarity	—Unverified
Learning Context-Sensitive Convolutional Filters for Text Processing	Sep 25, 2017	Paraphrase IdentificationSentence	—Unverified
Natural Language Inference over Interaction Space	Sep 13, 2017	Natural Language InferenceParaphrase Identification	CodeCode Available
Constructing narrative using a generative model and continuous action policies	Sep 1, 2017	Paraphrase IdentificationQ-Learning	—Unverified
Inter-Weighted Alignment Network for Sentence Pair Modeling	Sep 1, 2017	Machine TranslationNatural Language Inference	—Unverified
Mining Social Science Publications for Survey Variables	Aug 1, 2017	Paraphrase IdentificationQuestion Answering	—Unverified

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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