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 251300 of 2381 papers

TitleStatusHype
Why Not Simply Translate? A First Swedish Evaluation Benchmark for Semantic SimilarityCode1
Word Rotator's DistanceCode1
Zero-shot object goal visual navigationCode1
Attentive Normalization for Conditional Image GenerationCode1
CALM : A Multi-task Benchmark for Comprehensive Assessment of Language Model BiasCode1
CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented GenerationCode1
Class-relation Knowledge Distillation for Novel Class DiscoveryCode1
AugCSE: Contrastive Sentence Embedding with Diverse AugmentationsCode1
Audio-Visual Class-Incremental LearningCode1
Big Bird: Transformers for Longer SequencesCode1
CgAT: Center-Guided Adversarial Training for Deep Hashing-Based RetrievalCode1
Cue-CoT: Chain-of-thought Prompting for Responding to In-depth Dialogue Questions with LLMsCode1
CmdCaliper: A Semantic-Aware Command-Line Embedding Model and Dataset for Security ResearchCode1
CODER: Knowledge infused cross-lingual medical term embedding for term normalizationCode1
ComStreamClust: a communicative multi-agent approach to text clustering in streaming dataCode1
ConSERT: A Contrastive Framework for Self-Supervised Sentence Representation TransferCode1
ContraCLM: Contrastive Learning For Causal Language ModelCode1
Reconstruct Your Previous Conversations! Comprehensively Investigating Privacy Leakage Risks in Conversations with GPT ModelsCode1
COPNER: Contrastive Learning with Prompt Guiding for Few-shot Named Entity RecognitionCode1
Crisscrossed Captions: Extended Intramodal and Intermodal Semantic Similarity Judgments for MS-COCOCode1
Balancing Lexical and Semantic Quality in Abstractive SummarizationCode1
AutoGCL: Automated Graph Contrastive Learning via Learnable View GeneratorsCode1
AutoKG: Efficient Automated Knowledge Graph Generation for Language ModelsCode1
A Deep Reinforced Model for Zero-Shot Cross-Lingual Summarization with Bilingual Semantic Similarity RewardsCode1
Deep Metric Learning by Online Soft Mining and Class-Aware AttentionCode1
Deep Representational Re-tuning using Contrastive TensionCode1
Demystifying and Extracting Fault-indicating Information from Logs for Failure DiagnosisCode1
Automated radiology report generation using conditioned transformersCode1
Attributable Visual Similarity LearningCode1
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision TransformersCode1
DIP: Dual Incongruity Perceiving Network for Sarcasm DetectionCode1
DistilCSE: Effective Knowledge Distillation For Contrastive Sentence EmbeddingsCode1
Clustering-Aware Negative Sampling for Unsupervised Sentence RepresentationCode1
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighterCode1
Automatic Generation of Topic LabelsCode1
Distinguish Confusion in Legal Judgment Prediction via Revised Relation KnowledgeCode1
DuSSS: Dual Semantic Similarity-Supervised Vision-Language Model for Semi-Supervised Medical Image SegmentationCode1
Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive LearningCode1
RACE: Retrieval-Augmented Commit Message GenerationCode1
Efficient Mask Correction for Click-Based Interactive Image SegmentationCode1
Improving Contrastive Learning of Sentence Embeddings from AI FeedbackCode1
Encoding Surgical Videos as Latent Spatiotemporal Graphs for Object and Anatomy-Driven ReasoningCode1
On the Sentence Embeddings from Pre-trained Language ModelsCode1
Attention Discriminant Sampling for Point Clouds0
A Multilingual Dataset for Evaluating Parallel Sentence Extraction from Comparable Corpora0
Attention-based Cross-Layer Domain Alignment for Unsupervised Domain Adaptation0
Attention-aware semantic relevance predicting Chinese sentence reading0
A Multi-level Alignment Training Scheme for Video-and-Language Grounding0
A Deep Decomposable Model for Disentangling Syntax and Semantics in Sentence Representation0
A Thesaurus for Biblical Hebrew0
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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
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