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 851900 of 2381 papers

TitleStatusHype
MED-SE: Medical Entity Definition-based Sentence Embedding0
Refiner: Data Refining against Gradient Leakage Attacks in Federated Learning0
Harnessing label semantics to extract higher performance under noisy label for Company to Industry matching0
Multilingual Communication System with Deaf Individuals Utilizing Natural and Visual Languages0
Generalised Spherical Text Embedding0
Improving astroBERT using Semantic Textual Similarity0
Soft Alignment Objectives for Robust Adaptation of Language GenerationCode0
Addressing Mistake Severity in Neural Networks with Semantic Knowledge0
Semantic Similarity-Based Clustering of Findings From Security Testing Tools0
Embracing Ambiguity: Improving Similarity-oriented Tasks with Contextual Synonym Knowledge0
Category-Adaptive Label Discovery and Noise Rejection for Multi-label Image Recognition with Partial Positive Labels0
Type Information Utilized Event Detection via Multi-Channel GNNs in Electrical Power Systems0
Investigating the Frequency Distortion of Word Embeddings and Its Impact on Bias MetricsCode0
ALBERT with Knowledge Graph Encoder Utilizing Semantic Similarity for Commonsense Question Answering0
Semantic Similarity Models for Depression Severity Estimation0
Assistive Completion of Agrammatic Aphasic Sentences: A Transfer Learning Approach using Neurolinguistics-based Synthetic Dataset0
Combining Contrastive Learning and Knowledge Graph Embeddings to develop medical word embeddings for the Italian language0
Bridging Fairness and Environmental Sustainability in Natural Language Processing0
Contrastive Learning with Prompt-derived Virtual Semantic Prototypes for Unsupervised Sentence EmbeddingCode0
Learning Semantic Textual Similarity via Topic-informed Discrete Latent VariablesCode0
H_eval: A new hybrid evaluation metric for automatic speech recognition tasks0
Unsupervised Text Summarization of Long Documents using Dependency-based Noun Phrases and Contextual Order Arrangement0
Sentiment Classification of Code-Switched Text using Pre-trained Multilingual Embeddings and Segmentation0
Zero-Shot Text Matching for Automated Auditing using Sentence Transformers0
You can't pick your neighbors, or can you? When and how to rely on retrieval in the kNN-LMCode0
SSD: Towards Better Text-Image Consistency Metric in Text-to-Image GenerationCode0
Seq2Seq-SC: End-to-End Semantic Communication Systems with Pre-trained Language Model0
Improving Adversarial Robustness with Self-Paced Hard-Class Pair ReweightingCode0
A practical method for occupational skills detection in Vietnamese job listings0
Multi-view Semantic Matching of Question retrieval using Fine-grained Semantic Representations0
Retrofitting Multilingual Sentence Embeddings with Abstract Meaning RepresentationCode0
Hardness of Samples Need to be Quantified for a Reliable Evaluation System: Exploring Potential Opportunities with a New Task0
Like a bilingual baby: The advantage of visually grounding a bilingual language model0
SDA: Simple Discrete Augmentation for Contrastive Sentence Representation LearningCode0
GMA3D: Local-Global Attention Learning to Estimate Occluded Motions of Scene FlowCode0
Learning to embed semantic similarity for joint image-text retrieval0
Measuring Fine-Grained Semantic Equivalence with Abstract Meaning Representation0
Reinforcement Learning with Large Action Spaces for Neural Machine Translation0
A Framework for Web Services Retrieval Using Bio Inspired Clustering0
Lexical semantics enhanced neural word embeddings0
ConIsI: A Contrastive Framework with Inter-sentence Interaction for Self-supervised Sentence Representation0
Speaker Clustering in Textual Dialogue with Pairwise Utterance Relation and Cross-corpus Dialogue Act Supervision0
QSTS: A Question-Sensitive Text Similarity Measure for Question Generation0
KEViN: A Knowledge Enhanced Validity and Novelty Classifier for Arguments0
CitRet: A Hybrid Model for Cited Text Span RetrievalCode0
Varanalysis@SV-Ident 2022: Variable Detection and Disambiguation Based on Semantic Similarity0
OpticE: A Coherence Theory-Based Model for Link Prediction0
Don’t Judge a Language Model by Its Last Layer: Contrastive Learning with Layer-Wise Attention PoolingCode0
A Generalized Method for Automated Multilingual Loanword DetectionCode0
SNLP at TextGraphs 2022 Shared Task: Unsupervised Natural Language Premise Selection in Mathematical Texts Using Sentence-MPNet0
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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
8T5-11BPearson Correlation0.93Unverified
9ALBERTPearson 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