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 1051–1075 of 2381 papers

Title	Date	Tasks	Status	Hype
KLUE: Korean Language Understanding Evaluation	May 20, 2021	Dependency ParsingDialogue State Tracking	CodeCode Available	1
Long Text Generation by Modeling Sentence-Level and Discourse-Level Coherence	May 19, 2021	DecoderSemantic Similarity	CodeCode Available	1
Sentence Similarity Based on Contexts	May 17, 2021	Language ModelingLanguage Modelling	—Unverified	0
Predicting Gene-Disease Associations with Knowledge Graph Embeddings over Multiple Ontologies	May 11, 2021	Knowledge Graph EmbeddingsSemantic Similarity	CodeCode Available	1
Measuring Economic Policy Uncertainty Using an Unsupervised Word Embedding-based Method	May 10, 2021	ArticlesSemantic Similarity	—Unverified	0
FNet: Mixing Tokens with Fourier Transforms	May 9, 2021	Linguistic AcceptabilityMachine Translation	CodeCode Available	1
Informative and Representative Triplet Selection for Multilabel Remote Sensing Image Retrieval	May 8, 2021	Image RetrievalMetric Learning	CodeCode Available	0
Semantics in Multi-objective Genetic Programming	May 6, 2021	Binary ClassificationDiversity	—Unverified	0
Global and Local Information Adjustment for Semantic Similarity Evaluation	May 1, 2021	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	0
Embedding Semantic Hierarchy in Discrete Optimal Transport for Risk Minimization	Apr 30, 2021	image-classificationImage Classification	—Unverified	0
CAT: Cross-Attention Transformer for One-Shot Object Detection	Apr 30, 2021	Objectobject-detection	—Unverified	0
Evaluating Contrastive Models for Instance-based Image Retrieval	Apr 30, 2021	Image RetrievalRetrieval	—Unverified	0
Paraphrastic Representations at Scale	Apr 30, 2021	CPUGPU	CodeCode Available	1
Entailment as Few-Shot Learner	Apr 29, 2021	Contrastive LearningData Augmentation	CodeCode Available	1
Semantic similarity metrics for learned image registration	Apr 20, 2021	Image RegistrationSemantic Similarity	CodeCode Available	1
More Than Meets The Eye: Semi-supervised Learning Under Non-IID Data	Apr 20, 2021	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	0
SimCSE: Simple Contrastive Learning of Sentence Embeddings	Apr 18, 2021	Contrastive LearningData Augmentation	CodeCode Available	2
R&R: Metric-guided Adversarial Sentence Generation	Apr 17, 2021	Adversarial AttackGeneral Classification	CodeCode Available	1
Frequency-based Distortions in Contextualized Word Embeddings	Apr 17, 2021	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
Data Augmentation for Voice-Assistant NLU using BERT-based Interchangeable Rephrase	Apr 16, 2021	Data Augmentationintent-classification	—Unverified	0
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders	Apr 16, 2021	Contrastive LearningCross-Lingual Semantic Textual Similarity	CodeCode Available	1
ALF -- A Fitness-Based Artificial Life Form for Evolving Large-Scale Neural Networks	Apr 16, 2021	Artificial LifeForm	—Unverified	0
How to Train BERT with an Academic Budget	Apr 15, 2021	Language ModelingLanguage Modelling	CodeCode Available	1
Generating Datasets with Pretrained Language Models	Apr 15, 2021	Semantic Textual SimilaritySentence	CodeCode Available	1
TSDAE: Using Transformer-based Sequential Denoising Auto-Encoder for Unsupervised Sentence Embedding Learning	Apr 14, 2021	DenoisingDomain Adaptation	CodeCode Available	1

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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	ALBERT	Pearson Correlation	0.93	—	Unverified
9	T5-11B	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