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
Hard negative examples are hard, but usefulCode1
HIRL: A General Framework for Hierarchical Image Representation LearningCode1
High Temporal Consistency through Semantic Similarity Propagation in Semi-Supervised Video Semantic Segmentation for Autonomous FlightCode1
Attentive Normalization for Conditional Image GenerationCode1
Improving Contrastive Learning of Sentence Embeddings from AI FeedbackCode1
RealFormer: Transformer Likes Residual AttentionCode1
AugCSE: Contrastive Sentence Embedding with Diverse AugmentationsCode1
Audio-Visual Class-Incremental LearningCode1
A Deep Reinforced Model for Zero-Shot Cross-Lingual Summarization with Bilingual Semantic Similarity RewardsCode1
Attributable Visual Similarity LearningCode1
Improving Language Understanding by Generative Pre-TrainingCode1
Improving word mover's distance by leveraging self-attention matrixCode1
InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language ModelsCode1
Balancing Lexical and Semantic Quality in Abstractive SummarizationCode1
Big Bird: Transformers for Longer SequencesCode1
Binary Code Summarization: Benchmarking ChatGPT/GPT-4 and Other Large Language ModelsCode1
Bootstrapped Unsupervised Sentence Representation LearningCode1
Just Rank: Rethinking Evaluation with Word and Sentence SimilaritiesCode1
KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph EmbeddingsCode1
KLUE: Korean Language Understanding EvaluationCode1
CALM : A Multi-task Benchmark for Comprehensive Assessment of Language Model BiasCode1
AutoGCL: Automated Graph Contrastive Learning via Learnable View GeneratorsCode1
AutoKG: Efficient Automated Knowledge Graph Generation for Language ModelsCode1
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision TransformersCode1
CmdCaliper: A Semantic-Aware Command-Line Embedding Model and Dataset for Security ResearchCode1
Learning Deep Semantic Model for Code Search using CodeSearchNet CorpusCode1
Catch-A-Waveform: Learning to Generate Audio from a Single Short ExampleCode1
Automated radiology report generation using conditioned transformersCode1
Instance Similarity Learning for Unsupervised Feature RepresentationCode1
Language-agnostic BERT Sentence EmbeddingCode1
Measuring the Measuring Tools: An Automatic Evaluation of Semantic Metrics for Text CorporaCode1
Cue-CoT: Chain-of-thought Prompting for Responding to In-depth Dialogue Questions with LLMsCode1
Class-relation Knowledge Distillation for Novel Class DiscoveryCode1
Longitudinal Data and a Semantic Similarity Reward for Chest X-Ray Report GenerationCode1
Automatic Generation of Topic LabelsCode1
MarkBERT: Marking Word Boundaries Improves Chinese BERTCode1
Pointly-Supervised Panoptic SegmentationCode1
MedFILIP: Medical Fine-grained Language-Image Pre-trainingCode1
MENLI: Robust Evaluation Metrics from Natural Language InferenceCode1
CODER: Knowledge infused cross-lingual medical term embedding for term normalizationCode1
An Efficient Self-Supervised Cross-View Training For Sentence EmbeddingCode1
Compositional Evaluation on Japanese Textual Entailment and SimilarityCode1
Semantic Pyramid for Image GenerationCode1
Harnessing Frozen Unimodal Encoders for Flexible Multimodal AlignmentCode0
Hierarchy-based Image Embeddings for Semantic Image RetrievalCode0
GSTran: Joint Geometric and Semantic Coherence for Point Cloud SegmentationCode0
Guiding and Diversifying LLM-Based Story Generation via Answer Set ProgrammingCode0
GMFL-Net: A Global Multi-geometric Feature Learning Network for Repetitive Action CountingCode0
Addressing Token Uniformity in Transformers via Singular Value TransformationCode0
HACD: Harnessing Attribute Semantics and Mesoscopic Structure for Community DetectionCode0
Show:102550
← PrevPage 6 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
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