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 22512300 of 2381 papers

TitleStatusHype
Position: Mechanistic Interpretability Should Prioritize Feature Consistency in SAEsCode0
Breaking the Clusters: Uniformity-Optimization for Text-Based Sequential RecommendationCode0
Semantic Relatedness Based Re-ranker for Text SpottingCode0
ValCAT: Variable-Length Contextualized Adversarial Transformations Using Encoder-Decoder Language ModelCode0
Specialising Word Vectors for Lexical EntailmentCode0
Correlation Coefficients and Semantic Textual SimilarityCode0
Specialising Word Vectors for Lexical EntailmentCode0
Addressing Token Uniformity in Transformers via Singular Value TransformationCode0
Leveraging the Powerful Attention of a Pre-trained Diffusion Model for Exemplar-based Image ColorizationCode0
Specializing Word Vectors by Spectral Decomposition on Heterogeneously Twisted GraphsCode0
User-in-the-loop Adaptive Intent Detection for Instructable Digital AssistantCode0
A random forest based computational model for predicting novel lncRNA-disease associationsCode0
Semantic Similarity Based Evaluation for Abstractive News SummarizationCode0
Boosting Imperceptibility of Stable Diffusion-based Adversarial Examples Generation with MomentumCode0
PRISM: A Framework for Producing Interpretable Political Bias Embeddings with Political-Aware Cross-EncoderCode0
A Quadruplet Loss for Enforcing Semantically Coherent Embeddings in Multi-output Classification ProblemsCode0
Lightweight Embeddings for Graph Collaborative FilteringCode0
SqueezeBERT: What can computer vision teach NLP about efficient neural networks?Code0
An Unsupervised Word Sense Disambiguation System for Under-Resourced LanguagesCode0
USER: Unified Semantic Enhancement with Momentum Contrast for Image-Text RetrievalCode0
Word Similarity Datasets for Thai: Construction and EvaluationCode0
When is a bishop not like a rook? When it's like a rabbi! Multi-prototype BERT embeddings for estimating semantic relationshipsCode0
Semantic Similarity Loss for Neural Source Code SummarizationCode0
Temporally-Grounded Language Generation: A Benchmark for Real-Time Vision-Language ModelsCode0
Linguistically Conditioned Semantic Textual SimilarityCode0
FA: Forced Prompt Learning of Vision-Language Models for Out-of-Distribution DetectionCode0
The Undesirable Dependence on Frequency of Gender Bias Metrics Based on Word EmbeddingsCode0
Exploring RWKV for Sentence Embeddings: Layer-wise Analysis and Baseline Comparison for Semantic SimilarityCode0
A Comparative Study of Text Embedding Models for Semantic Text Similarity in Bug ReportsCode0
BL.Research at SemEval-2022 Task 8: Using various Semantic Information to evaluate document-level Semantic Textual SimilarityCode0
Where are the Keys? -- Learning Object-Centric Navigation Policies on Semantic Maps with Graph Convolutional NetworksCode0
Exploring Key Point Analysis with Pairwise Generation and Graph PartitioningCode0
TinyBERT: Distilling BERT for Natural Language UnderstandingCode0
Semantic similarity prediction is better than other semantic similarity measuresCode0
Think Globally, Embed Locally --- Locally Linear Meta-embedding of WordsCode0
Prompt-based Grouping Transformer for Nucleus Detection and ClassificationCode0
A Large-Scale Sensitivity Analysis on Latent Embeddings and Dimensionality Reductions for Text SpatializationsCode0
Exploring Anisotropy and Outliers in Multilingual Language Models for Cross-Lingual Semantic Sentence SimilarityCode0
Correcting ContradictionsCode0
Exploiting Twitter as Source of Large Corpora of Weakly Similar Pairs for Semantic Sentence EmbeddingsCode0
LLMs Are Not Scorers: Rethinking MT Evaluation with Generation-Based MethodsCode0
Exploiting the Semantic Knowledge of Pre-trained Text-Encoders for Continual LearningCode0
Using Information Content to Evaluate Semantic Similarity in a TaxonomyCode0
PromptMap: An Alternative Interaction Style for AI-Based Image GenerationCode0
Logic Constrained Pointer Networks for Interpretable Textual SimilarityCode0
Exploiting Semantic Role Contextualized Video Features for Multi-Instance Text-Video Retrieval EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge 2022Code0
Explaining Text Similarity in Transformer ModelsCode0
Semantics or spelling? Probing contextual word embeddings with orthographic noiseCode0
Semantic Specialisation of Distributional Word Vector Spaces using Monolingual and Cross-Lingual ConstraintsCode0
Low-resource Bilingual Dialect Lexicon Induction with Large Language ModelsCode0
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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