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 526–550 of 2381 papers

Title	Date	Tasks	Status	Hype
How to Evaluate Semantic Communications for Images with ViTScore Metric?	Sep 9, 2023	MS-SSIMSemantic Communication	—Unverified	0
GLS-CSC: A Simple but Effective Strategy to Mitigate Chinese STM Models' Over-Reliance on Superficial Clue	Sep 8, 2023	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
Linking Symptom Inventories using Semantic Textual Similarity	Sep 8, 2023	Decision MakingSemantic Textual Similarity	—Unverified	0
Parameter Efficient Audio Captioning With Faithful Guidance Using Audio-text Shared Latent Representation	Sep 6, 2023	Audio captioningData Augmentation	—Unverified	0
LinkTransformer: A Unified Package for Record Linkage with Transformer Language Models	Sep 2, 2023	BlockingLanguage Modelling	CodeCode Available	1
A Computational Evaluation Framework for Singable Lyric Translation	Aug 26, 2023	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
Sentence Embedding Models for Ancient Greek Using Multilingual Knowledge Distillation	Aug 24, 2023	Authorship AttributionKnowledge Distillation	CodeCode Available	1
Variational Information Pursuit with Large Language and Multimodal Models for Interpretable Predictions	Aug 24, 2023	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
CALM : A Multi-task Benchmark for Comprehensive Assessment of Language Model Bias	Aug 24, 2023	DiversityLanguage Modeling	CodeCode Available	1
Audio-Visual Class-Incremental Learning	Aug 21, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Utilizing Semantic Textual Similarity for Clinical Survey Data Feature Selection	Aug 19, 2023	feature selectionSemantic Textual Similarity	CodeCode Available	0
Causal Adversarial Perturbations for Individual Fairness and Robustness in Heterogeneous Data Spaces	Aug 17, 2023	Adversarial RobustnessFairness	—Unverified	0
A Comparative Study of Text Embedding Models for Semantic Text Similarity in Bug Reports	Aug 17, 2023	Semantic Textual Similaritytext similarity	CodeCode Available	0
Integrating Visual and Semantic Similarity Using Hierarchies for Image Retrieval	Aug 16, 2023	Content-Based Image RetrievalImage Retrieval	CodeCode Available	0
Improving ICD-based semantic similarity by accounting for varying degrees of comorbidity	Aug 14, 2023	Graph MatchingSemantic Similarity	—Unverified	0
Semantic Similarity Loss for Neural Source Code Summarization	Aug 14, 2023	Code SummarizationSemantic Similarity	CodeCode Available	0
Approximating Human-Like Few-shot Learning with GPT-based Compression	Aug 14, 2023	Data CompressionFew-Shot Learning	—Unverified	0
Deep Fusion Transformer Network with Weighted Vector-Wise Keypoints Voting for Robust 6D Object Pose Estimation	Aug 10, 2023	6D Pose Estimation using RGBglobal-optimization	CodeCode Available	1
Beyond Semantics: Learning a Behavior Augmented Relevance Model with Self-supervised Learning	Aug 10, 2023	Self-Supervised LearningSemantic Similarity	CodeCode Available	0
Identifying Essential Hub Genes and Protein Complexes in Malaria GO Data using Semantic Similarity Measures	Aug 9, 2023	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
Building Interpretable and Reliable Open Information Retriever for New Domains Overnight	Aug 9, 2023	Information RetrievalOpen-Domain Question Answering	—Unverified	0
Targeted and Troublesome: Tracking and Advertising on Children's Websites	Aug 9, 2023	Semantic SimilaritySemantic Textual Similarity	—Unverified	0
Collective Human Opinions in Semantic Textual Similarity	Aug 8, 2023	Semantic Textual SimilaritySentence	CodeCode Available	0
A Comparative Study of Sentence Embedding Models for Assessing Semantic Variation	Aug 8, 2023	Document SummarizationSemantic Similarity	—Unverified	0
Improving Generalization of Image Captioning with Unsupervised Prompt Learning	Aug 5, 2023	AttributeImage Captioning	—Unverified	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