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 201250 of 2381 papers

TitleStatusHype
Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based LearningCode1
Pointly-Supervised Panoptic SegmentationCode1
DeepSim: Semantic similarity metrics for learned image registrationCode1
ARMAN: Pre-training with Semantically Selecting and Reordering of Sentences for Persian Abstractive SummarizationCode1
Deep Representational Re-tuning using Contrastive TensionCode1
Deep Metric Learning by Online Soft Mining and Class-Aware AttentionCode1
Describing Sets of Images with Textual-PCACode1
DenoSent: A Denoising Objective for Self-Supervised Sentence Representation LearningCode1
AugCSE: Contrastive Sentence Embedding with Diverse AugmentationsCode1
DialogueCSE: Dialogue-based Contrastive Learning of Sentence EmbeddingsCode1
Efficient Neural Ranking using Forward IndexesCode1
A Semantic-based Method for Unsupervised Commonsense Question AnsweringCode1
DIP: Dual Incongruity Perceiving Network for Sarcasm DetectionCode1
DistilCSE: Effective Knowledge Distillation For Contrastive Sentence EmbeddingsCode1
Real-World Image Variation by Aligning Diffusion Inversion ChainCode1
FedSSA: Semantic Similarity-based Aggregation for Efficient Model-Heterogeneous Personalized Federated LearningCode1
Distilling Coarse-to-Fine Semantic Matching Knowledge for Weakly Supervised 3D Visual GroundingCode1
Relational Sentence Embedding for Flexible Semantic MatchingCode1
A Sentence is Worth 128 Pseudo Tokens: A Semantic-Aware Contrastive Learning Framework for Sentence EmbeddingsCode1
Distinguish Confusion in Legal Judgment Prediction via Revised Relation KnowledgeCode1
Audio-Visual Class-Incremental LearningCode1
Attributable Visual Similarity LearningCode1
Alleviating Over-smoothing for Unsupervised Sentence RepresentationCode1
DriveDiTFit: Fine-tuning Diffusion Transformers for Autonomous DrivingCode1
DrBenchmark: A Large Language Understanding Evaluation Benchmark for French Biomedical DomainCode1
Do Vision and Language Encoders Represent the World Similarly?Code1
AutoGCL: Automated Graph Contrastive Learning via Learnable View GeneratorsCode1
DuSSS: Dual Semantic Similarity-Supervised Vision-Language Model for Semi-Supervised Medical Image SegmentationCode1
EASE: Entity-Aware Contrastive Learning of Sentence EmbeddingCode1
RACE: Retrieval-Augmented Commit Message GenerationCode1
Efficient Mask Correction for Click-Based Interactive Image SegmentationCode1
A Statistical Framework for Low-bitwidth Training of Deep Neural NetworksCode1
AstroCLIP: A Cross-Modal Foundation Model for GalaxiesCode1
Entity Concept-enhanced Few-shot Relation ExtractionCode1
R&R: Metric-guided Adversarial Sentence GenerationCode1
Entailment as Few-Shot LearnerCode1
Self-Supervised Document Similarity Ranking via Contextualized Language Models and Hierarchical InferenceCode1
Encoding Surgical Videos as Latent Spatiotemporal Graphs for Object and Anatomy-Driven ReasoningCode1
A Deep Reinforced Model for Zero-Shot Cross-Lingual Summarization with Bilingual Semantic Similarity RewardsCode1
Familiarity: Better Evaluation of Zero-Shot Named Entity Recognition by Quantifying Label Shifts in Synthetic Training DataCode1
Attentive Normalization for Conditional Image GenerationCode1
Semantic Similarity Based on Corpus Statistics and Lexical TaxonomyCode1
Explainable Legal Case Matching via Inverse Optimal Transport-based Rationale ExtractionCode1
SemEval-2024 Task 1: Semantic Textual Relatedness for African and Asian LanguagesCode1
AMR-DA: Data Augmentation by Abstract Meaning RepresentationCode1
Evaluating Multimodal Representations on Visual Semantic Textual SimilarityCode1
Sentence-T5: Scalable Sentence Encoders from Pre-trained Text-to-Text ModelsCode1
SGC-Net: Stratified Granular Comparison Network for Open-Vocabulary HOI DetectionCode1
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence EncodersCode1
FNet: Mixing Tokens with Fourier TransformsCode1
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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