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 18011850 of 2381 papers

TitleStatusHype
An Analytical Study of Synonymy in Assamese Language Using WorldNet: Classification and Structure0
Anaphora Resolution in Dialogue: Description of the DFKI-TalkingRobots System for the CODI-CRAC 2021 Shared-Task0
An Attention-Based Word-Level Interaction Model: Relation Detection for Knowledge Base Question Answering0
An Efficient Approach to Learning Chinese Judgment Document Similarity Based on Knowledge Summarization0
An Empirical study of Unsupervised Neural Machine Translation: analyzing NMT output, model's behavior and sentences' contribution0
An enhanced method to compute the similarity between concepts of ontology0
A Neural Network Approach to Selectional Preference Acquisition0
A Neurosymbolic Framework for Bias Correction in Convolutional Neural Networks0
An evaluative baseline for geo-semantic relatedness and similarity0
A New Semantic Lexicon and Similarity Measure in Bangla0
A New Set of Norms for Semantic Relatedness Measures0
An Improved Model of Semantic Similarity Based on Lexical Co-Occurrence0
An Open-source Framework for Multi-level Semantic Similarity Measurement0
An Optimal Quadratic Approach to Monolingual Paraphrase Alignment0
A Novel Approach for Automatic Bengali Question Answering System using Semantic Similarity Analysis0
A Multi-View Framework to Detect Redundant Activity Labels for More Representative Event Logs in Process Mining0
A Novel Comprehensive Approach for Estimating Concept Semantic Similarity in WordNet0
A Novel Information Theoretic Framework for Finding Semantic Similarity in WordNet0
A Novel Word Sense Disambiguation Approach Using WordNet Knowledge Graph0
An Unsupervised Dialogue Topic Segmentation Model Based on Utterance Rewriting0
An Unsupervised Sampling Approach for Image-Sentence Matching Using Document-Level Structural Information0
A Parametric Similarity Method: Comparative Experiments based on Semantically Annotated Large Datasets0
A Paraphrase and Semantic Similarity Detection System for User Generated Short-Text Content on Microblogs0
A partition-based similarity for classification distributions0
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access0
Enhancing lexical-based approach with external knowledge for Vietnamese multiple-choice machine reading comprehension0
Apples to Apples: Learning Semantics of Common Entities Through a Novel Comprehension Task0
Applying Graph-based Keyword Extraction to Document Retrieval0
Applying Multi-Sense Embeddings for German Verbs to Determine Semantic Relatedness and to Detect Non-Literal Language0
Applying Transfer Learning for Improving Domain-Specific Search Experience Using Query to Question Similarity0
Apport des ontologies pour le calcul de la similarité sémantique au sein d'un système de recommandation0
Approche supervis\'ee de calcul de similarit\'e s\'emantique entre paires de phrases (Supervised approach to compute semantic similarity between sentence pairs)0
Approximating Human-Like Few-shot Learning with GPT-based Compression0
A practical method for occupational skills detection in Vietnamese job listings0
A Preliminary Evaluation of the Impact of Syntactic Structure in Semantic Textual Similarity and Semantic Relatedness Tasks0
A Quantitative Approach to Evaluating Open-Source EHR Systems for Indian Healthcare0
A Rank-Based Similarity Metric for Word Embeddings0
ArbEngVec : Arabic-English Cross-Lingual Word Embedding Model0
Are BLEU and Meaning Representation in Opposition?0
A Relaxed Optimization Approach for Adversarial Attacks against Neural Machine Translation Models0
Are Manually Prepared Affective Lexicons Really Useful for Sentiment Analysis0
Are Multilingual Models the Best Choice for Moderately Under-resourced Languages? A Comprehensive Assessment for Catalan0
Are We Truly Forgetting? A Critical Re-examination of Machine Unlearning Evaluation Protocols0
Are Word Embedding-based Features Useful for Sarcasm Detection?0
Argument extraction for supporting public policy formulation0
A Robust Approach to Aligning Heterogeneous Lexical Resources0
ASAP-II: From the Alignment of Phrases to Textual Similarity0
A Secure and Comparable Text Encryption Algorithm0
A semantic-affective compositional approach for the affective labelling of adjective-noun and noun-noun pairs0
A Semantically Consistent and Syntactically Variational Encoder-Decoder Framework for Paraphrase Generation0
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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