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 19512000 of 2381 papers

TitleStatusHype
SAPPHIRE: Simple Aligner for Phrasal Paraphrase with Hierarchical Representation0
SARA: Selective and Adaptive Retrieval-augmented Generation with Context Compression0
Sbdlrhmn: A Rule-based Human Interpretation System for Semantic Textual Similarity Task0
Scalable Gaussian Processes for Supervised Hashing0
Scene-Aware Label Graph Learning for Multi-Label Image Classification0
Scene Recognition with Prototype-agnostic Scene Layout0
Scientific and Technological Information Oriented Semantics-adversarial and Media-adversarial Cross-media Retrieval0
Search and Visualization of Semantically Related Words (Recherche et visualisation de mots s\'emantiquement li\'es) [in French]0
Searching for Legal Documents at Paragraph Level: Automating Label Generation and Use of an Extended Attention Mask for Boosting Neural Models of Semantic Similarity0
Second-Order NLP Adversarial Examples0
Securing from Unseen: Connected Pattern Kernels (CoPaK) for Zero-Day Intrusion Detection0
SEEC: Semantic Vector Federation across Edge Computing Environments0
SEED: Towards More Accurate Semantic Evaluation for Visual Brain Decoding0
Seed Words Based Data Selection for Language Model Adaptation0
Generating Is Believing: Membership Inference Attacks against Retrieval-Augmented Generation0
SEF@UHH at SemEval-2017 Task 1: Unsupervised Knowledge-Free Semantic Textual Similarity via Paragraph Vector0
Self-Controlled Dynamic Expansion Model for Continual Learning0
Self-Critical Alternate Learning based Semantic Broadcast Communication0
Self-Supervised Image-to-Point Distillation via Semantically Tolerant Contrastive Loss0
SeLIP: Similarity Enhanced Contrastive Language Image Pretraining for Multi-modal Head MRI0
*SEM 2013 shared task: Semantic Textual Similarity0
SemAligner: A Method and Tool for Aligning Chunks with Semantic Relation Types and Semantic Similarity Scores0
Semantic Alignment with Calibrated Similarity for Multilingual Sentence Embedding0
Semantic Answer Similarity for Evaluating Question Answering Models0
Semantic-based Distance Approaches in Multi-objective Genetic Programming0
Semantic Data Set Construction from Human Clustering and Spatial Arrangement0
Semantic-Driven Topic Modeling Using Transformer-Based Embeddings and Clustering Algorithms0
Semantic Enhanced Few-shot Object Detection0
Semantic Features Based on Word Alignments for Estimating Quality of Text Simplification0
Semantic Feature Verification in FLAN-T50
Semantic Information Extraction for Text Data with Probability Graph0
Semantic Judgement of Medical Concepts: Combining Syntagmatic and Paradigmatic Information with the Tensor Encoding Model0
Semantic Kernels for Semantic Parsing0
Semantic Measures for the Comparison of Units of Language, Concepts or Instances from Text and Knowledge Base Analysis0
Semantic Mirror Jailbreak: Genetic Algorithm Based Jailbreak Prompts Against Open-source LLMs0
Semantic Oppositeness Assisted Deep Contextual Modeling for Automatic Rumor Detection in Social Networks0
Semantic Parsing for Single-Relation Question Answering0
Semantic Pose Verification for Outdoor Visual Localization with Self-supervised Contrastive Learning0
Semantic relation clustering for unsupervised information extraction (Regroupement s\'emantique de relations pour l'extraction d'information non supervis\'ee) [in French]0
Semantic Relations between Events and their Time, Locations and Participants for Event Coreference Resolution0
HybridCR: Weakly-Supervised 3D Point Cloud Semantic Segmentation via Hybrid Contrastive RegularizationCode0
MMFeat: A Toolkit for Extracting Multi-Modal FeaturesCode0
Hybrid Semantic Recommender System for Chemical CompoundsCode0
Beyond BLEU: Training Neural Machine Translation with Semantic SimilarityCode0
Effective and Imperceptible Adversarial Textual Attack via Multi-objectivizationCode0
Hypercube-RAG: Hypercube-Based Retrieval-Augmented Generation for In-domain Scientific Question-AnsweringCode0
Syn2Vec: Synset Colexification Graphs for Lexical Semantic SimilarityCode0
MobileBERT: a Compact Task-Agnostic BERT for Resource-Limited DevicesCode0
Model Comparison for Semantic GroupingCode0
Hyperpolyglot LLMs: Cross-Lingual Interpretability in Token EmbeddingsCode0
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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