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 501550 of 2381 papers

TitleStatusHype
Contextualized Semantic Distance between Highly Overlapped TextsCode0
Contrastive Prompting Enhances Sentence Embeddings in LLMs through Inference-Time SteeringCode0
HACD: Harnessing Attribute Semantics and Mesoscopic Structure for Community DetectionCode0
A Comparative Study of Text Embedding Models for Semantic Text Similarity in Bug ReportsCode0
Semantic Relatedness Based Re-ranker for Text SpottingCode0
Controlling Length in Abstractive Summarization Using a Convolutional Neural NetworkCode0
GSTran: Joint Geometric and Semantic Coherence for Point Cloud SegmentationCode0
Glyce: Glyph-vectors for Chinese Character RepresentationsCode0
Beyond Word2Vec: Embedding Words and Phrases in Same Vector SpaceCode0
GMA3D: Local-Global Attention Learning to Estimate Occluded Motions of Scene FlowCode0
Table2Vec: Neural Word and Entity Embeddings for Table Population and RetrievalCode0
Beyond Semantics: Learning a Behavior Augmented Relevance Model with Self-supervised LearningCode0
GMFL-Net: A Global Multi-geometric Feature Learning Network for Repetitive Action CountingCode0
GenSense: A Generalized Sense Retrofitting ModelCode0
GiBERT: Enhancing BERT with Linguistic Information using a Lightweight Gated Injection MethodCode0
Temporally-Grounded Language Generation: A Benchmark for Real-Time Vision-Language ModelsCode0
Beyond Contrastive Learning: A Variational Generative Model for Multilingual RetrievalCode0
Generating Natural Language Adversarial Examples through Probability Weighted Word SaliencyCode0
Global and Local Information Adjustment for Semantic Similarity EvaluationCode0
Improving Sentence Embeddings with Automatic Generation of Training Data Using Few-shot ExamplesCode0
Lightweight Embeddings for Graph Collaborative FilteringCode0
From Stance to Concern: Adaptation of Propositional Analysis to New Tasks and DomainsCode0
From Unimodal to Multimodal: Scaling up Projectors to Align ModalitiesCode0
Annotating and analyzing the interactions between meaning relationsCode0
Beyond BLEU: Training Neural Machine Translation with Semantic SimilarityCode0
An Isotropy Analysis in the Multilingual BERT Embedding SpaceCode0
Better Summarization Evaluation with Word Embeddings for ROUGECode0
FlowRetrieval: Flow-Guided Data Retrieval for Few-Shot Imitation LearningCode0
An Information Minimization Based Contrastive Learning Model for Unsupervised Sentence Embeddings LearningCode0
Finnish resources for evaluating language model semanticsCode0
Gating Mechanisms for Combining Character and Word-level Word Representations: An Empirical StudyCode0
BattRAE: Bidimensional Attention-Based Recursive Autoencoders for Learning Bilingual Phrase EmbeddingsCode0
Few-shot Hybrid Domain Adaptation of Image GeneratorsCode0
FFCI: A Framework for Interpretable Automatic Evaluation of SummarizationCode0
FAT ALBERT: Finding Answers in Large Texts using Semantic Similarity Attention Layer based on BERTCode0
AEON: A Method for Automatic Evaluation of NLP Test CasesCode0
FA: Forced Prompt Learning of Vision-Language Models for Out-of-Distribution DetectionCode0
Fake News Detection After LLM Laundering: Measurement and ExplanationCode0
Exploring RWKV for Sentence Embeddings: Layer-wise Analysis and Baseline Comparison for Semantic SimilarityCode0
Exploring Key Point Analysis with Pairwise Generation and Graph PartitioningCode0
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
Exploiting Twitter as Source of Large Corpora of Weakly Similar Pairs for Semantic Sentence EmbeddingsCode0
Evaluating Open-Domain Dialogues in Latent Space with Next Sentence Prediction and Mutual InformationCode0
A Common Semantic Space for Monolingual and Cross-Lingual Meta-EmbeddingsCode0
Exploring Anisotropy and Outliers in Multilingual Language Models for Cross-Lingual Semantic Sentence SimilarityCode0
FarFetched: Entity-centric Reasoning and Claim Validation for the Greek Language based on Textually Represented EnvironmentsCode0
A Collection of Pragmatic-Similarity Judgments over Spoken Dialog UtterancesCode0
ETPC - A Paraphrase Identification Corpus Annotated with Extended Paraphrase Typology and NegationCode0
Estimating Semantic Similarity between In-Domain and Out-of-Domain SamplesCode0
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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