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
HIRL: A General Framework for Hierarchical Image Representation LearningCode1
Histopathology Whole Slide Image Analysis with Heterogeneous Graph Representation LearningCode1
PatentSBERTa: A Deep NLP based Hybrid Model for Patent Distance and Classification using Augmented SBERTCode1
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
Balancing Lexical and Semantic Quality in Abstractive SummarizationCode1
InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language ModelsCode1
Binary Code Summarization: Benchmarking ChatGPT/GPT-4 and Other Large Language ModelsCode1
Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-TuningCode1
Just Rank: Rethinking Evaluation with Word and Sentence SimilaritiesCode1
Bootstrapped Unsupervised Sentence Representation LearningCode1
KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph EmbeddingsCode1
KLUE: Korean Language Understanding EvaluationCode1
CgAT: Center-Guided Adversarial Training for Deep Hashing-Based RetrievalCode1
AutoGCL: Automated Graph Contrastive Learning via Learnable View GeneratorsCode1
AutoKG: Efficient Automated Knowledge Graph Generation for Language ModelsCode1
CALM : A Multi-task Benchmark for Comprehensive Assessment of Language Model BiasCode1
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision TransformersCode1
CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented GenerationCode1
Learning to Encode Position for Transformer with Continuous Dynamical ModelCode1
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
LinkTransformer: A Unified Package for Record Linkage with Transformer Language ModelsCode1
Longitudinal Data and a Semantic Similarity Reward for Chest X-Ray Report GenerationCode1
Long Text Generation by Modeling Sentence-Level and Discourse-Level CoherenceCode1
Automatic Generation of Topic LabelsCode1
Class-relation Knowledge Distillation for Novel Class DiscoveryCode1
Pointly-Supervised Panoptic SegmentationCode1
MedFILIP: Medical Fine-grained Language-Image Pre-trainingCode1
MENLI: Robust Evaluation Metrics from Natural Language InferenceCode1
Meta-Task Prompting Elicits Embeddings from Large Language ModelsCode1
Semantic-Preserving Adversarial Text AttacksCode1
Mixed Supervised Object Detection by Transferring Mask Prior and Semantic SimilarityCode1
Compositional Evaluation on Japanese Textual Entailment and SimilarityCode1
HQA-Attack: Toward High Quality Black-Box Hard-Label Adversarial Attack on TextCode0
HybridCR: Weakly-Supervised 3D Point Cloud Semantic Segmentation via Hybrid Contrastive RegularizationCode0
Hierarchy-based Image Embeddings for Semantic Image RetrievalCode0
Addressing Token Uniformity in Transformers via Singular Value TransformationCode0
Harnessing Frozen Unimodal Encoders for Flexible Multimodal AlignmentCode0
Hybrid Semantic Recommender System for Chemical CompoundsCode0
GSTran: Joint Geometric and Semantic Coherence for Point Cloud SegmentationCode0
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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