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 851900 of 2381 papers

TitleStatusHype
RoMe: A Robust Metric for Evaluating Natural Language GenerationCode1
TA-SBERT: Token Attention Sentence-BERT for Improving Sentence Representation0
Scientific and Technological Information Oriented Semantics-adversarial and Media-adversarial Cross-media Retrieval0
Compressing Sentence Representation for Semantic Retrieval via Homomorphic Projective DistillationCode0
Contrastive Visual Semantic Pretraining Magnifies the Semantics of Natural Language Representations0
Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based LearningCode1
SimMatch: Semi-supervised Learning with Similarity MatchingCode0
MarkBERT: Marking Word Boundaries Improves Chinese BERTCode1
A Sentence is Worth 128 Pseudo Tokens: A Semantic-Aware Contrastive Learning Framework for Sentence EmbeddingsCode1
Frequency-driven Imperceptible Adversarial Attack on Semantic SimilarityCode1
Just Rank: Rethinking Evaluation with Word and Sentence SimilaritiesCode1
RACE: Retrieval-Augmented Commit Message GenerationCode1
'Tis but Thy Name: Semantic Question Answering Evaluation with 11M Names for 1M Entities0
Supervised Machine Learning Algorithm for Detecting Consistency between Reported Findings and the Conclusions of Mammography Reports0
Attention-based Cross-Layer Domain Alignment for Unsupervised Domain Adaptation0
Toward Interpretable Semantic Textual Similarity via Optimal Transport-based Contrastive Sentence LearningCode1
SemSup: Semantic Supervision for Simple and Scalable Zero-shot GeneralizationCode0
JAMES: Normalizing Job Titles with Multi-Aspect Graph Embeddings and Reasoning0
Autoencoding Low-Resolution MRI for Semantically Smooth Interpolation of Anisotropic MRI0
Comparison and Combination of Sentence Embeddings Derived from Different Supervision Signals0
Moving Other Way: Exploring Word Mover Distance Extensions0
Semantic Similarity Computing Model Based on Multi Model Fine-Grained Nonlinear Fusion0
GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records0
Language Models Explain Word Reading Times Better Than Empirical Predictability0
Duplicate Detection in a Knowledge Base with PIKA0
AI-based Approach for Safety Signals Detection from Social Networks: Application to the Levothyrox Scandal in 2017 on Doctissimo Forum0
Efficient Embedding of Semantic Similarity in Control Policies via Entangled Bisimulation0
Learning Deep Semantic Model for Code Search using CodeSearchNet CorpusCode1
Discriminative Supervised Subspace Learning for Cross-modal Retrieval0
Reading-strategy Inspired Visual Representation Learning for Text-to-Video RetrievalCode1
EASE: Entity-Aware Contrastive Learning of Sentence Embedding0
Reinforcement Learning with Large Action Spaces for Neural Machine Translation0
Learning Monolingual Sentence Embeddings with Large-scale Parallel Translation Datasets0
Improving Contextual Representation with Gloss Regularized Pre-training0
Task Formulation Matters When Learning Continuously: A Case Study in Visual Question Answering0
SNCSE: Contrastive Learning for Unsupervised Sentence Embedding with Soft Negative SamplesCode1
Agile Effort Estimation: Have We Solved the Problem Yet? Insights From A Replication StudyCode0
PromptBERT: Improving BERT Sentence Embeddings with PromptsCode2
Structure and Semantics Preserving Document Representations0
Graph-Based Recommendation System Enhanced with Community Detection0
Semantic and sentiment analysis of selected Bhagavad Gita translations using BERT-based language frameworkCode0
Embeddings Evaluation Using a Novel Measure of Semantic SimilarityCode0
HybridCR: Weakly-Supervised 3D Point Cloud Semantic Segmentation via Hybrid Contrastive RegularizationCode0
Traffic event description based on Twitter data using Unsupervised Learning Methods for Indian road conditions0
TFW2V: An Enhanced Document Similarity Method for the Morphologically Rich Finnish LanguageCode0
Distilling the Knowledge of Romanian BERTs Using Multiple TeachersCode0
Cognition-aware Cognate DetectionCode0
DistilCSE: Effective Knowledge Distillation For Contrastive Sentence EmbeddingsCode1
KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph EmbeddingsCode1
Superpixel-Based Building Damage Detection from Post-earthquake Imagery Using Deep Neural Networks0
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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
8ALBERTPearson Correlation0.93Unverified
9T5-11BPearson 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