Semantic Textual Similarity

Semantic textual similarity deals with determining how similar two pieces of texts are. This can take the form of assigning a score from 1 to 5. Related tasks are paraphrase or duplicate identification.

Image source: Learning Semantic Textual Similarity from Conversations

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1401–1425 of 2381 papers

Title	Date	Tasks	Status	Hype
Semantic flow in language networks	May 18, 2019	Community DetectionPhilosophy	CodeCode Available	0
ERNIE: Enhanced Language Representation with Informative Entities	May 17, 2019	Entity LinkingEntity Typing	CodeCode Available	0
Don't Blame Distributional Semantics if it can't do Entailment	May 17, 2019	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
DistillHash: Unsupervised Deep Hashing by Distilling Data Pairs	May 9, 2019	Deep HashingSemantic Similarity	—Unverified	0
Knowledgeable Storyteller: A Commonsense-Driven Generative Model for Visual Storytelling	May 4, 2019	AI AgentKnowledge Graphs	CodeCode Available	0
Detecting Collocations Similarity via Logical-Linguistic Model	May 1, 2019	modelSemantic Similarity	—Unverified	0
Detecting Paraphrases of Standard Clause Titles in Insurance Contracts	May 1, 2019	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
Personalized Ranking in eCommerce Search	Apr 30, 2019	Re-RankingSemantic Similarity	—Unverified	0
Model Comparison for Semantic Grouping	Apr 30, 2019	modelSemantic Similarity	CodeCode Available	0
Don't Settle for Average, Go for the Max: Fuzzy Sets and Max-Pooled Word Vectors	Apr 30, 2019	Semantic Textual SimilaritySentence	CodeCode Available	0
Supervised Online Hashing via Hadamard Codebook Learning	Apr 28, 2019	RetrievalSemantic Similarity	CodeCode Available	0
Wasserstein-Fisher-Rao Document Distance	Apr 23, 2019	GPUSemantic Similarity	—Unverified	0
Deep Metric Learning Beyond Binary Supervision	Apr 21, 2019	Image CaptioningImage Retrieval	CodeCode Available	0
Improving Multi-Task Deep Neural Networks via Knowledge Distillation for Natural Language Understanding	Apr 20, 2019	Ensemble LearningKnowledge Distillation	—Unverified	0
ERNIE: Enhanced Representation through Knowledge Integration	Apr 19, 2019	Chinese Named Entity RecognitionChinese Sentence Pair Classification	CodeCode Available	3
Continual Learning for Sentence Representations Using Conceptors	Apr 18, 2019	Continual LearningSemantic Textual Similarity	CodeCode Available	0
Inpatient2Vec: Medical Representation Learning for Inpatients	Apr 18, 2019	Representation LearningSemantic Similarity	—Unverified	0
MoralStrength: Exploiting a Moral Lexicon and Embedding Similarity for Moral Foundations Prediction	Apr 17, 2019	Decision MakingLEMMA	CodeCode Available	0
Gating Mechanisms for Combining Character and Word-level Word Representations: An Empirical Study	Apr 11, 2019	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	0
Word Similarity Datasets for Thai: Construction and Evaluation	Apr 8, 2019	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	0
LICD: A Language-Independent Approach for Aspect Category Detection	Apr 7, 2019	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0
A new approach for measuring semantic similarity of ontology concepts using dynamic programming	Apr 4, 2019	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
Signal-to-Noise Ratio: A Robust Distance Metric for Deep Metric Learning	Apr 4, 2019	ClusteringDeep Hashing	—Unverified	0
Triplet-Based Deep Hashing Network for Cross-Modal Retrieval	Apr 4, 2019	Cross-Modal RetrievalDeep Hashing	—Unverified	0
A Multi-Task Approach for Disentangling Syntax and Semantics in Sentence Representations	Apr 2, 2019	DisentanglementSemantic Similarity	CodeCode Available	0

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All datasets STS Benchmark MTEB MRPC SICK STS13 STS14 STS12 STS15 STS16 MRPC Dev SentEval SICK-R

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SMARTRoBERTa	Dev Pearson Correlation	92.8	—	Unverified
2	DeBERTa (large)	Accuracy	92.5	—	Unverified
3	SMART-BERT	Dev Pearson Correlation	90	—	Unverified
4	MT-DNN-SMART	Pearson Correlation	0.93	—	Unverified
5	StructBERTRoBERTa ensemble	Pearson Correlation	0.93	—	Unverified
6	Mnet-Sim	Pearson Correlation	0.93	—	Unverified
7	XLNet (single model)	Pearson Correlation	0.93	—	Unverified
8	T5-11B	Pearson Correlation	0.93	—	Unverified
9	ALBERT	Pearson Correlation	0.93	—	Unverified
10	RoBERTa	Pearson Correlation	0.92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AnglE-UAE	Spearman Correlation	84.54	—	Unverified
2	ST5-XXL	Spearman Correlation	82.63	—	Unverified
3	ST5-Large	Spearman Correlation	81.83	—	Unverified
4	ST5-XL	Spearman Correlation	81.66	—	Unverified
5	ST5-Base	Spearman Correlation	81.14	—	Unverified
6	MPNet-multilingual	Spearman Correlation	80.73	—	Unverified
7	SGPT-5.8B-nli	Spearman Correlation	80.53	—	Unverified
8	MPNet	Spearman Correlation	80.28	—	Unverified
9	MiniLM-L12	Spearman Correlation	79.8	—	Unverified
10	SimCSE-BERT-sup	Spearman Correlation	79.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MT-DNN-SMART	Accuracy	93.7	—	Unverified
2	ALBERT	Accuracy	93.4	—	Unverified
3	RoBERTa (ensemble)	Accuracy	92.3	—	Unverified
4	BigBird	F1	91.5	—	Unverified
5	StructBERTRoBERTa ensemble	Accuracy	91.5	—	Unverified
6	FLOATER-large	Accuracy	91.4	—	Unverified
7	SMART	Accuracy	91.3	—	Unverified
8	RoBERTa-large 355M (MLP quantized vector-wise, fine-tuned)	Accuracy	91	—	Unverified
9	RoBERTa-large 355M + Entailment as Few-shot Learner	F1	91	—	Unverified
10	SpanBERT	Accuracy	90.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PromCSE-RoBERTa-large (0.355B)	Spearman Correlation	0.82	—	Unverified
2	PromptEOL+CSE+LLaMA-30B	Spearman Correlation	0.82	—	Unverified
3	PromptEOL+CSE+OPT-13B	Spearman Correlation	0.82	—	Unverified
4	SimCSE-RoBERTalarge	Spearman Correlation	0.82	—	Unverified
5	PromptEOL+CSE+OPT-2.7B	Spearman Correlation	0.81	—	Unverified
6	SentenceBERT	Spearman Correlation	0.75	—	Unverified
7	SRoBERTa-NLI-base	Spearman Correlation	0.74	—	Unverified
8	SRoBERTa-NLI-large	Spearman Correlation	0.74	—	Unverified
9	Dino (STS/̄🦕)	Spearman Correlation	0.74	—	Unverified
10	SBERT-NLI-large	Spearman Correlation	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AnglE-LLaMA-7B	Spearman Correlation	0.91	—	Unverified
2	AnglE-LLaMA-7B-v2	Spearman Correlation	0.91	—	Unverified
3	PromptEOL+CSE+LLaMA-30B	Spearman Correlation	0.9	—	Unverified
4	PromptEOL+CSE+OPT-13B	Spearman Correlation	0.9	—	Unverified
5	PromptEOL+CSE+OPT-2.7B	Spearman Correlation	0.9	—	Unverified
6	PromCSE-RoBERTa-large (0.355B)	Spearman Correlation	0.89	—	Unverified
7	Trans-Encoder-BERT-large-bi (unsup.)	Spearman Correlation	0.89	—	Unverified
8	Trans-Encoder-BERT-large-cross (unsup.)	Spearman Correlation	0.88	—	Unverified
9	Trans-Encoder-RoBERTa-large-cross (unsup.)	Spearman Correlation	0.88	—	Unverified
10	SimCSE-RoBERTa-large	Spearman Correlation	0.87	—	Unverified