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 401450 of 2381 papers

TitleStatusHype
Are we describing the same sound? An analysis of word embedding spaces of expressive piano performanceCode0
Calculating the similarity between words and sentences using a lexical database and corpus statisticsCode0
HQA-Attack: Toward High Quality Black-Box Hard-Label Adversarial Attack on TextCode0
TechNet: Technology Semantic Network Based on Patent DataCode0
HybridCR: Weakly-Supervised 3D Point Cloud Semantic Segmentation via Hybrid Contrastive RegularizationCode0
IISCNLP at SemEval-2016 Task 2: Interpretable STS with ILP based Multiple Chunk AlignerCode0
A Large-Scale Sensitivity Analysis on Latent Embeddings and Dimensionality Reductions for Text SpatializationsCode0
A Quadruplet Loss for Enforcing Semantically Coherent Embeddings in Multi-output Classification ProblemsCode0
Hierarchy-based Image Embeddings for Semantic Image RetrievalCode0
Chinese Word Sense Embedding with SememeWSD and Synonym SetCode0
Aiming beyond the Obvious: Identifying Non-Obvious Cases in Semantic Similarity DatasetsCode0
HACD: Harnessing Attribute Semantics and Mesoscopic Structure for Community DetectionCode0
Guiding and Diversifying LLM-Based Story Generation via Answer Set ProgrammingCode0
GMFL-Net: A Global Multi-geometric Feature Learning Network for Repetitive Action CountingCode0
GSTran: Joint Geometric and Semantic Coherence for Point Cloud SegmentationCode0
Harnessing Frozen Unimodal Encoders for Flexible Multimodal AlignmentCode0
Image Similarity using An Ensemble of Context-Sensitive ModelsCode0
GiBERT: Enhancing BERT with Linguistic Information using a Lightweight Gated Injection MethodCode0
GenSense: A Generalized Sense Retrofitting ModelCode0
Global and Local Information Adjustment for Semantic Similarity EvaluationCode0
Generating Natural Language Adversarial Examples through Probability Weighted Word SaliencyCode0
Generating More Interesting Responses in Neural Conversation Models with Distributional ConstraintsCode0
Gating Mechanisms for Combining Character and Word-level Word Representations: An Empirical StudyCode0
CLIMB-3D: Continual Learning for Imbalanced 3D Instance SegmentationCode0
From Stance to Concern: Adaptation of Propositional Analysis to New Tasks and DomainsCode0
Learning Semantic Textual Similarity via Topic-informed Discrete Latent VariablesCode0
A Hybrid Neural Network Model for Commonsense ReasoningCode0
From Unimodal to Multimodal: Scaling up Projectors to Align ModalitiesCode0
Glyce: Glyph-vectors for Chinese Character RepresentationsCode0
Leveraging the Powerful Attention of a Pre-trained Diffusion Model for Exemplar-based Image ColorizationCode0
FlowRetrieval: Flow-Guided Data Retrieval for Few-Shot Imitation LearningCode0
Finnish resources for evaluating language model semanticsCode0
FFCI: A Framework for Interpretable Automatic Evaluation of SummarizationCode0
Bridging the Gap between Structural and Semantic Similarity in Diverse PlanningCode0
Few-shot Hybrid Domain Adaptation of Image GeneratorsCode0
Logic Constrained Pointer Networks for Interpretable Textual SimilarityCode0
COD3S: Diverse Generation with Discrete Semantic SignaturesCode0
Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer InsightsCode0
Import2vec - Learning Embeddings for Software LibrariesCode0
GMA3D: Local-Global Attention Learning to Estimate Occluded Motions of Scene FlowCode0
ImpliRet: Benchmarking the Implicit Fact Retrieval ChallengeCode0
Cognition-aware Cognate DetectionCode0
Bridging Continuous and Discrete Spaces: Interpretable Sentence Representation Learning via Compositional OperationsCode0
Breaking the Clusters: Uniformity-Optimization for Text-Based Sequential RecommendationCode0
FarFetched: Entity-centric Reasoning and Claim Validation for the Greek Language based on Textually Represented EnvironmentsCode0
Fake News Detection After LLM Laundering: Measurement and ExplanationCode0
Exploring RWKV for Sentence Embeddings: Layer-wise Analysis and Baseline Comparison for Semantic SimilarityCode0
Boosting Imperceptibility of Stable Diffusion-based Adversarial Examples Generation with MomentumCode0
An Unsupervised Word Sense Disambiguation System for Under-Resourced LanguagesCode0
Exploring Key Point Analysis with Pairwise Generation and Graph PartitioningCode0
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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