SOTAVerified

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

Showing 801850 of 2381 papers

TitleStatusHype
Multilingual Financial Documentation Summarization by Team_Tredence for FNS20220
Building a Synthetic Biomedical Research Article Citation Linkage Corpus0
CLISTER : A Corpus for Semantic Textual Similarity in French Clinical Narratives0
Building Static Embeddings from Contextual Ones: Is It Useful for Building Distributional Thesauri?0
Embeddings models for Buddhist Sanskrit0
Cross-Level Semantic Similarity for Serbian Newswire Texts0
CLISTER : Un corpus pour la similarité sémantique textuelle dans des cas cliniques en français (CLISTER : A Corpus for Semantic Textual Similarity in French Clinical Narratives)0
TURJUMAN: A Public Toolkit for Neural Arabic Machine TranslationCode1
Multiscale Voxel Based Decoding For Enhanced Natural Image Reconstruction From Brain Activity0
Learning to segment with limited annotations: Self-supervised pretraining with regression and contrastive loss in MRI0
HIRL: A General Framework for Hierarchical Image Representation LearningCode1
Apport des ontologies pour le calcul de la similarité sémantique au sein d'un système de recommandation0
A Dynamic, Interpreted CheckList for Meaning-oriented NLG Metric Evaluation -- through the Lens of Semantic Similarity Rating0
The Case for Perspective in Multimodal Datasets0
Neuro-Symbolic Artificial Intelligence (AI) for Intent based Semantic Communication0
Improving Contextual Representation with Gloss Regularized Pre-training0
AEON: A Method for Automatic Evaluation of NLP Test CasesCode0
Few-Shot Image Classification Benchmarks are Too Far From Reality: Build Back Better with Semantic Task SamplingCode1
EASE: Entity-Aware Contrastive Learning of Sentence EmbeddingCode1
Debiased Contrastive Learning of Unsupervised Sentence RepresentationsCode1
A Contrastive Framework for Learning Sentence Representations from Pairwise and Triple-wise Perspective in Angular Space0
A large-scale computational study of content preservation measures for text style transfer and paraphrase generationCode1
Rewarding Semantic Similarity under Optimized Alignments for AMR-to-Text Generation0
AMR-DA: Data Augmentation by Abstract Meaning RepresentationCode1
Improving Relevance Quality in Product Search using High-Precision Query-Product Semantic Similarity0
Binary Encoded Word Mover’s Distance0
Probing Cross-Lingual Lexical Knowledge from Multilingual Sentence Encoders0
Word Embeddings and Validity Indexes in Fuzzy Clustering0
SANA: Cross-Species Prediction of Gene Ontology GO Annotations via Topological Network AlignmentCode1
Suggesting Relevant Questions for a Query Using Statistical Natural Language Processing Technique0
MCSE: Multimodal Contrastive Learning of Sentence EmbeddingsCode1
A Multi-level Alignment Training Scheme for Video-and-Language Grounding0
DiffCSE: Difference-based Contrastive Learning for Sentence EmbeddingsCode2
Adversarial Contrastive Learning by Permuting Cluster Assignments0
CgAT: Center-Guided Adversarial Training for Deep Hashing-Based RetrievalCode1
Exploring Dimensionality Reduction Techniques in Multilingual Transformers0
Unsupervised Attention-based Sentence-Level Meta-Embeddings from Contextualised Language Models0
What If: Generating Code to Answer Simulation QuestionsCode0
Farmer-Bot: An Interactive Bot for Farmers0
Towards Better Understanding of User Satisfaction in Open-Domain Conversational SearchCode1
Efficient comparison of sentence embeddings0
Analyzing how BERT performs entity matchingCode0
A bilingual approach to specialised adjectives through word embeddings in the karstology domain0
Semantic Pose Verification for Outdoor Visual Localization with Self-supervised Contrastive Learning0
Cross-Media Scientific Research Achievements Retrieval Based on Deep Language Model0
Attributable Visual Similarity LearningCode1
SMARAGD: Learning SMatch for Accurate and Rapid Approximate Graph DistanceCode0
Semantic Similarity Computing for Scientific Academic Conferences fused with domain features0
From Stance to Concern: Adaptation of Propositional Analysis to New Tasks and DomainsCode0
RELIC: Retrieving Evidence for Literary ClaimsCode1
Show:102550
← PrevPage 17 of 48Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SMARTRoBERTaDev Pearson Correlation92.8Unverified
2DeBERTa (large)Accuracy92.5Unverified
3SMART-BERTDev Pearson Correlation90Unverified
4MT-DNN-SMARTPearson Correlation0.93Unverified
5StructBERTRoBERTa ensemblePearson Correlation0.93Unverified
6Mnet-SimPearson Correlation0.93Unverified
7XLNet (single model)Pearson Correlation0.93Unverified
8T5-11BPearson Correlation0.93Unverified
9ALBERTPearson Correlation0.93Unverified
10RoBERTaPearson Correlation0.92Unverified
#ModelMetricClaimedVerifiedStatus
1AnglE-UAESpearman Correlation84.54Unverified
2ST5-XXLSpearman Correlation82.63Unverified
3ST5-LargeSpearman Correlation81.83Unverified
4ST5-XLSpearman Correlation81.66Unverified
5ST5-BaseSpearman Correlation81.14Unverified
6MPNet-multilingualSpearman Correlation80.73Unverified
7SGPT-5.8B-nliSpearman Correlation80.53Unverified
8MPNetSpearman Correlation80.28Unverified
9MiniLM-L12Spearman Correlation79.8Unverified
10SimCSE-BERT-supSpearman Correlation79.12Unverified
#ModelMetricClaimedVerifiedStatus
1MT-DNN-SMARTAccuracy93.7Unverified
2ALBERTAccuracy93.4Unverified
3RoBERTa (ensemble)Accuracy92.3Unverified
4BigBirdF191.5Unverified
5StructBERTRoBERTa ensembleAccuracy91.5Unverified
6FLOATER-largeAccuracy91.4Unverified
7SMARTAccuracy91.3Unverified
8RoBERTa-large 355M (MLP quantized vector-wise, fine-tuned)Accuracy91Unverified
9RoBERTa-large 355M + Entailment as Few-shot LearnerF191Unverified
10SpanBERTAccuracy90.9Unverified
#ModelMetricClaimedVerifiedStatus
1PromCSE-RoBERTa-large (0.355B)Spearman Correlation0.82Unverified
2PromptEOL+CSE+LLaMA-30BSpearman Correlation0.82Unverified
3PromptEOL+CSE+OPT-13BSpearman Correlation0.82Unverified
4SimCSE-RoBERTalargeSpearman Correlation0.82Unverified
5PromptEOL+CSE+OPT-2.7BSpearman Correlation0.81Unverified
6SentenceBERTSpearman Correlation0.75Unverified
7SRoBERTa-NLI-baseSpearman Correlation0.74Unverified
8SRoBERTa-NLI-largeSpearman Correlation0.74Unverified
9Dino (STS/̄🦕)Spearman Correlation0.74Unverified
10SBERT-NLI-largeSpearman Correlation0.74Unverified
#ModelMetricClaimedVerifiedStatus
1AnglE-LLaMA-7BSpearman Correlation0.91Unverified
2AnglE-LLaMA-7B-v2Spearman Correlation0.91Unverified
3PromptEOL+CSE+LLaMA-30BSpearman Correlation0.9Unverified
4PromptEOL+CSE+OPT-13BSpearman Correlation0.9Unverified
5PromptEOL+CSE+OPT-2.7BSpearman Correlation0.9Unverified
6PromCSE-RoBERTa-large (0.355B)Spearman Correlation0.89Unverified
7Trans-Encoder-BERT-large-bi (unsup.)Spearman Correlation0.89Unverified
8Trans-Encoder-BERT-large-cross (unsup.)Spearman Correlation0.88Unverified
9Trans-Encoder-RoBERTa-large-cross (unsup.)Spearman Correlation0.88Unverified
10SimCSE-RoBERTa-largeSpearman Correlation0.87Unverified