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 12511300 of 2381 papers

TitleStatusHype
Legal-ES: A Set of Large Scale Resources for Spanish Legal Text Processing0
A Thesaurus for Biblical Hebrew0
Towards Automatic Thesaurus Construction and Enrichment.0
Crisscrossed Captions: Extended Intramodal and Intermodal Semantic Similarity Judgments for MS-COCOCode1
Word Rotator's DistanceCode1
Combining Word Embeddings and N-grams for Unsupervised Document Summarization0
On Adversarial Examples for Biomedical NLP Tasks0
Evolution of Semantic Similarity -- A Survey0
Fast and Accurate Deep Bidirectional Language Representations for Unsupervised LearningCode1
Style-transfer and Paraphrase: Looking for a Sensible Semantic Similarity Metric0
Attentive Normalization for Conditional Image GenerationCode1
Text-Guided Neural Image InpaintingCode1
KorNLI and KorSTS: New Benchmark Datasets for Korean Natural Language UnderstandingCode1
MobileBERT: a Compact Task-Agnostic BERT for Resource-Limited DevicesCode0
Beyond Background-Aware Correlation Filters: Adaptive Context Modeling by Hand-Crafted and Deep RGB Features for Visual Tracking0
Evaluating Multimodal Representations on Visual Semantic Textual SimilarityCode1
A random forest based computational model for predicting novel lncRNA-disease associationsCode0
Learning to Encode Position for Transformer with Continuous Dynamical ModelCode1
Semantic Pyramid for Image GenerationCode1
Multi-SimLex: A Large-Scale Evaluation of Multilingual and Cross-Lingual Lexical Semantic Similarity0
Unifying Specialist Image Embedding into Universal Image Embedding0
Friend Recommendation based on Hashtags Analysis0
Comment Ranking Diversification in Forum DiscussionsCode0
Generalized Product Quantization Network for Semi-supervised Image RetrievalCode1
A Quadruplet Loss for Enforcing Semantically Coherent Embeddings in Multi-output Classification ProblemsCode0
Language-Independent Tokenisation Rivals Language-Specific Tokenisation for Word Similarity Prediction0
Utilizing a null class to restrict decision spaces and defend against neural network adversarial attacksCode0
End-To-End Graph-based Deep Semi-Supervised Learning0
Learning by Semantic Similarity Makes Abstractive Summarization BetterCode1
SBERT-WK: A Sentence Embedding Method by Dissecting BERT-based Word ModelsCode1
Symmetrical Synthesis for Deep Metric LearningCode1
Urban2Vec: Incorporating Street View Imagery and POIs for Multi-Modal Urban Neighborhood Embedding0
Hybrid Semantic Recommender System for Chemical CompoundsCode0
Classifying Wikipedia in a fine-grained hierarchy: what graphs can contribute0
A Common Semantic Space for Monolingual and Cross-Lingual Meta-EmbeddingsCode0
User-in-the-loop Adaptive Intent Detection for Instructable Digital AssistantCode0
Enhancing lexical-based approach with external knowledge for Vietnamese multiple-choice machine reading comprehension0
Open Domain Question Answering Using Web Tables0
Ranking and Classification driven Feature Learning for Person Re_identificationCode0
MALA: Cross-Domain Dialogue Generation with Action Learning0
Semantic Similarity To Improve Question Understanding in a Virtual Patient0
Homograph Disambiguation Through Selective Diacritic Restoration0
Legal document retrieval across languages: topic hierarchies based on synsets0
Instance Cross Entropy for Deep Metric Learning0
SemanticZ at SemEval-2016 Task 3: Ranking Relevant Answers in Community Question Answering Using Semantic Similarity Based on Fine-tuned Word EmbeddingsCode0
Co-Attention Hierarchical Network: Generating Coherent Long Distractors for Reading Comprehension0
Weakly-Supervised Video Moment Retrieval via Semantic Completion Network0
A Bilingual Generative Transformer for Semantic Sentence EmbeddingCode0
Sentence Meta-Embeddings for Unsupervised Semantic Textual Similarity0
What Would Elsa Do? Freezing Layers During Transformer Fine-Tuning0
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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