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 1126–1150 of 2381 papers

Title	Date	Tasks	Status	Hype
Latent Feature Representation via Unsupervised Learning for Pattern Discovery in Massive Electron Microscopy Image Volumes	Dec 22, 2020	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-Tuning	Dec 22, 2020	Generalization BoundsLanguage Modeling	CodeCode Available	1
RealFormer: Transformer Likes Residual Attention	Dec 21, 2020	Language ModelingLanguage Modelling	CodeCode Available	1
MASKER: Masked Keyword Regularization for Reliable Text Classification	Dec 17, 2020	ClassificationDomain Generalization	CodeCode Available	1
Extended Few-Shot Learning: Exploiting Existing Resources for Novel Tasks	Dec 13, 2020	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1
Promoting Semantics in Multi-objective Genetic Programming based on Decomposition	Dec 8, 2020	DiversityEvolutionary Algorithms	—Unverified	0
SemMT: A Semantic-based Testing Approach for Machine Translation Systems	Dec 3, 2020	Machine TranslationSemantic Similarity	CodeCode Available	1
A Computational Approach to Measuring the Semantic Divergence of Cognates	Dec 2, 2020	Cross-Lingual Word EmbeddingsSemantic Similarity	—Unverified	0
Amplifying the Range of News Stories with Creativity: Methods and their Evaluation, in Portuguese	Dec 1, 2020	Semantic Textual SimilaritySTS	—Unverified	0
Multi-SimLex: A Large-Scale Evaluation of Multilingual and Crosslingual Lexical Semantic Similarity	Dec 1, 2020	Representation LearningSemantic Similarity	—Unverified	0
News Aggregation with Diverse Viewpoint Identification Using Neural Embeddings and Semantic Understanding Models	Dec 1, 2020	ArticlesClustering	—Unverified	0
Manifold Learning-based Word Representation Refinement Incorporating Global and Local Information	Dec 1, 2020	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
Specializing Word Vectors by Spectral Decomposition on Heterogeneously Twisted Graphs	Dec 1, 2020	Semantic SimilaritySemantic Textual Similarity	CodeCode Available	0
A Semantically Consistent and Syntactically Variational Encoder-Decoder Framework for Paraphrase Generation	Dec 1, 2020	DecoderDiversity	—Unverified	0
A Siamese CNN Architecture for Learning Chinese Sentence Similarity	Dec 1, 2020	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
Unsupervised Anomaly Detection From Semantic Similarity Scores	Dec 1, 2020	Anomaly DetectionOut-of-Distribution Detection	—Unverified	0
Meta-Embeddings for Natural Language Inference and Semantic Similarity tasks	Dec 1, 2020	Natural Language InferenceQuestion Answering	—Unverified	0
FFCI: A Framework for Interpretable Automatic Evaluation of Summarization	Nov 27, 2020	Question AnsweringSemantic Textual Similarity	CodeCode Available	0
AGenT Zero: Zero-shot Automatic Multiple-Choice Question Generation for Skill Assessments	Nov 25, 2020	Multiple-choiceQuestion Generation	—Unverified	0
SEA: Sentence Encoder Assembly for Video Retrieval by Textual Queries	Nov 24, 2020	Ad-hoc video searchManagement	CodeCode Available	0
Using Text to Teach Image Retrieval	Nov 19, 2020	Image RetrievalRetrieval	—Unverified	0
Prototypical Contrast and Reverse Prediction: Unsupervised Skeleton Based Action Recognition	Nov 14, 2020	Action RecognitionClustering	CodeCode Available	0
A partition-based similarity for classification distributions	Nov 12, 2020	ClassificationGeneral Classification	—Unverified	0
DeepSim: Semantic similarity metrics for learned image registration	Nov 11, 2020	Image RegistrationSemantic Similarity	CodeCode Available	1
CODER: Knowledge infused cross-lingual medical term embedding for term normalization	Nov 5, 2020	Contrastive LearningKnowledge Graphs	CodeCode Available	1

Show:10 25 50

← PrevPage 46 of 96Next →

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