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 13011350 of 2381 papers

TitleStatusHype
Utilizing a null class to restrict decision spaces and defend against neural network adversarial attacksCode0
End-To-End Graph-based Deep Semi-Supervised Learning0
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
Reducing Sentiment Bias in Language Models via Counterfactual Evaluation0
Explicit Pairwise Word Interaction Modeling Improves Pretrained Transformers for English Semantic Similarity Tasks0
Gextext: Disease Network Extraction from Biomedical Literature0
Machine Translation Evaluation using Bi-directional Entailment0
Fully Unsupervised Crosslingual Semantic Textual Similarity Metric Based on BERT for Identifying Parallel Data0
Incorporating Contextual and Syntactic Structures Improves Semantic Similarity Modeling0
Cross-lingual Semantic Specialization via Lexical Relation Induction0
Towards Actual (Not Operational) Textual Style Transfer Auto-Evaluation0
Team GPLSI. Approach for automated fact checking0
Normalising Non-standardised Orthography in Algerian Code-switched User-generated Data0
Text Emotion Distribution Learning from Small Sample: A Meta-Learning Approach0
Wasserstein distances for evaluating cross-lingual embeddings0
A Novel Approach for Automatic Bengali Question Answering System using Semantic Similarity Analysis0
A Comparison of Semantic Similarity Methods for Maximum Human Interpretability0
Textual analysis of artificial intelligence manuscripts reveals features associated with peer review outcomeCode0
Measuring semantic similarity of clinical trial outcomes using deep pre-trained language representations0
Universal Text Representation from BERT: An Empirical Study0
Learning Analogy-Preserving Sentence Embeddings for Answer Selection0
Domain-Relevant Embeddings for Medical Question Similarity0
Learning event representations for temporal segmentation of image sequences by dynamic graph embedding0
Correlations between Word Vector SetsCode0
Multi-Head Attention with Diversity for Learning Grounded Multilingual Multimodal Representations0
A weakly supervised adaptive triplet loss for deep metric learning0
TinyBERT: Distilling BERT for Natural Language UnderstandingCode0
Deep Contextualized Pairwise Semantic Similarity for Arabic Language Questions0
Semantic Relatedness Based Re-ranker for Text SpottingCode0
Where are the Keys? -- Learning Object-Centric Navigation Policies on Semantic Maps with Graph Convolutional NetworksCode0
Hashtags are (not) judgemental: The untold story of Lok Sabha elections 20190
Emu: Enhancing Multilingual Sentence Embeddings with Semantic SpecializationCode0
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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