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

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Showing 501–550 of 2381 papers

TitleStatusHype
UniAdapt: A Universal Adapter for Knowledge Calibration—0
Semantic-Driven Topic Modeling Using Transformer-Based Embeddings and Clustering Algorithms—0
From Unimodal to Multimodal: Scaling up Projectors to Align ModalitiesCode0
T3: A Novel Zero-shot Transfer Learning Framework Iteratively Training on an Assistant Task for a Target Task—0
Exploring Semantic Clustering in Deep Reinforcement Learning for Video Games—0
Unveiling Ontological Commitment in Multi-Modal Foundation Models—0
Mitigating Semantic Leakage in Cross-lingual Embeddings via Orthogonality ConstraintCode0
Brotherhood at WMT 2024: Leveraging LLM-Generated Contextual Conversations for Cross-Lingual Image Captioning—0
Learning to Localize Actions in Instructional Videos with LLM-Based Multi-Pathway Text-Video Alignment—0
Towards Building Efficient Sentence BERT Models using Layer Pruning—0
Towards Automated Patent Workflows: AI-Orchestrated Multi-Agent Framework for Intellectual Property Management and Analysis—0
Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive Learning—0
Prompt Obfuscation for Large Language Models—0
Reasoning Graph Enhanced Exemplars Retrieval for In-Context LearningCode0
Cross-Lingual News Event Correlation for Stock Market Trend Prediction—0
Distilling Monolingual and Crosslingual Word-in-Context RepresentationsCode0
Retro-li: Small-Scale Retrieval Augmented Generation Supporting Noisy Similarity Searches and Domain Shift GeneralizationCode0
An Unsupervised Dialogue Topic Segmentation Model Based on Utterance Rewriting—0
SubRegWeigh: Effective and Efficient Annotation Weighing with Subword RegularizationCode0
Ethereum Fraud Detection via Joint Transaction Language Model and Graph Representation Learning—0
Self-Judge: Selective Instruction Following with Alignment Self-EvaluationCode0
LanguaShrink: Reducing Token Overhead with Psycholinguistics—0
GMFL-Net: A Global Multi-geometric Feature Learning Network for Repetitive Action CountingCode0
FlowRetrieval: Flow-Guided Data Retrieval for Few-Shot Imitation LearningCode0
ConCSE: Unified Contrastive Learning and Augmentation for Code-Switched EmbeddingsCode0
Contrastive Learning Subspace for Text Clustering—0
HTS-Attack: Heuristic Token Search for Jailbreaking Text-to-Image Models—0
The Russian-focused embedders' exploration: ruMTEB benchmark and Russian embedding model design—0
GSTran: Joint Geometric and Semantic Coherence for Point Cloud SegmentationCode0
Improving embedding with contrastive fine-tuning on small datasets with expert-augmented scores—0
KGV: Integrating Large Language Models with Knowledge Graphs for Cyber Threat Intelligence Credibility Assessment—0
Extracting Sentence Embeddings from Pretrained Transformer Models—0
reCSE: Portable Reshaping Features for Sentence Embedding in Self-supervised Contrastive LearningCode0
Semantics or spelling? Probing contextual word embeddings with orthographic noiseCode0
A Semi-supervised Multi-channel Graph Convolutional Network for Query Classification in E-commerce—0
Exploiting the Semantic Knowledge of Pre-trained Text-Encoders for Continual LearningCode0
Towards Flexible Evaluation for Generative Visual Question AnsweringCode0
Ontological Relations from Word Embeddings—0
Enhancing Semantic Similarity Understanding in Arabic NLP with Nested Embedding Learning—0
Urban Traffic Accident Risk Prediction Revisited: Regionality, Proximity, Similarity and SparsityCode0
Enhancing Adversarial Text Attacks on BERT Models with Projected Gradient Descent—0
Enhancing Taobao Display Advertising with Multimodal Representations: Challenges, Approaches and Insights—0
FarSSiBERT: A Novel Transformer-based Model for Semantic Similarity Measurement of Persian Social Networks Informal Texts—0
NeuSemSlice: Towards Effective DNN Model Maintenance via Neuron-level Semantic Slicing—0
Learning Robust Named Entity Recognizers From Noisy Data With Retrieval Augmentation—0
A Large-Scale Sensitivity Analysis on Latent Embeddings and Dimensionality Reductions for Text SpatializationsCode0
Robust Privacy Amidst Innovation with Large Language Models Through a Critical Assessment of the RisksCode0
Machine Translation Hallucination Detection for Low and High Resource Languages using Large Language ModelsCode0
Automatic Real-word Error Correction in Persian Text—0
Check-Eval: A Checklist-based Approach for Evaluating Text Quality—0
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All datasetsSTS BenchmarkMTEBMRPCSICKSTS13STS14STS12STS15STS16MRPC DevSentEvalSICK-R

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SMARTRoBERTaDev Pearson Correlation92.8—Unverified
2DeBERTa (large)Accuracy92.5—Unverified
3SMART-BERTDev Pearson Correlation90—Unverified
4MT-DNN-SMARTPearson Correlation0.93—Unverified
5StructBERTRoBERTa ensemblePearson Correlation0.93—Unverified
6Mnet-SimPearson Correlation0.93—Unverified
7XLNet (single model)Pearson Correlation0.93—Unverified
8ALBERTPearson Correlation0.93—Unverified
9T5-11BPearson Correlation0.93—Unverified
10RoBERTaPearson Correlation0.92—Unverified
#ModelMetricClaimedVerifiedStatus
1AnglE-UAESpearman Correlation84.54—Unverified
2ST5-XXLSpearman Correlation82.63—Unverified
3ST5-LargeSpearman Correlation81.83—Unverified
4ST5-XLSpearman Correlation81.66—Unverified
5ST5-BaseSpearman Correlation81.14—Unverified
6MPNet-multilingualSpearman Correlation80.73—Unverified
7SGPT-5.8B-nliSpearman Correlation80.53—Unverified
8MPNetSpearman Correlation80.28—Unverified
9MiniLM-L12Spearman Correlation79.8—Unverified
10SimCSE-BERT-supSpearman Correlation79.12—Unverified
#ModelMetricClaimedVerifiedStatus
1MT-DNN-SMARTAccuracy93.7—Unverified
2ALBERTAccuracy93.4—Unverified
3RoBERTa (ensemble)Accuracy92.3—Unverified
4BigBirdF191.5—Unverified
5StructBERTRoBERTa ensembleAccuracy91.5—Unverified
6FLOATER-largeAccuracy91.4—Unverified
7SMARTAccuracy91.3—Unverified
8RoBERTa-large 355M (MLP quantized vector-wise, fine-tuned)Accuracy91—Unverified
9RoBERTa-large 355M + Entailment as Few-shot LearnerF191—Unverified
10SpanBERTAccuracy90.9—Unverified
#ModelMetricClaimedVerifiedStatus
1PromCSE-RoBERTa-large (0.355B)Spearman Correlation0.82—Unverified
2PromptEOL+CSE+LLaMA-30BSpearman Correlation0.82—Unverified
3PromptEOL+CSE+OPT-13BSpearman Correlation0.82—Unverified
4SimCSE-RoBERTalargeSpearman Correlation0.82—Unverified
5PromptEOL+CSE+OPT-2.7BSpearman Correlation0.81—Unverified
6SentenceBERTSpearman Correlation0.75—Unverified
7SRoBERTa-NLI-baseSpearman Correlation0.74—Unverified
8SRoBERTa-NLI-largeSpearman Correlation0.74—Unverified
9Dino (STS/̄🦕)Spearman Correlation0.74—Unverified
10SBERT-NLI-largeSpearman Correlation0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1AnglE-LLaMA-7BSpearman Correlation0.91—Unverified
2AnglE-LLaMA-7B-v2Spearman Correlation0.91—Unverified
3PromptEOL+CSE+LLaMA-30BSpearman Correlation0.9—Unverified
4PromptEOL+CSE+OPT-13BSpearman Correlation0.9—Unverified
5PromptEOL+CSE+OPT-2.7BSpearman Correlation0.9—Unverified
6PromCSE-RoBERTa-large (0.355B)Spearman Correlation0.89—Unverified
7Trans-Encoder-BERT-large-bi (unsup.)Spearman Correlation0.89—Unverified
8Trans-Encoder-BERT-large-cross (unsup.)Spearman Correlation0.88—Unverified
9Trans-Encoder-RoBERTa-large-cross (unsup.)Spearman Correlation0.88—Unverified
10SimCSE-RoBERTa-largeSpearman Correlation0.87—Unverified