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 901950 of 2381 papers

TitleStatusHype
Fine-Grained ECG-Text Contrastive Learning via Waveform Understanding Enhancement0
Fine-Grained Guidance for Retrievers: Leveraging LLMs' Feedback in Retrieval-Augmented Generation0
Fine-grained Semantic Textual Similarity for Serbian0
Fine-tuning CLIP Text Encoders with Two-step Paraphrasing0
A New Set of Norms for Semantic Relatedness Measures0
Community Search in Time-dependent Road-social Attributed Networks0
FlowDreamer: A RGB-D World Model with Flow-based Motion Representations for Robot Manipulation0
Assessing Chinese Readability using Term Frequency and Lexical Chain0
Detecting Backdoor Attacks via Similarity in Semantic Communication Systems0
DeSpin: a prototype system for detecting spin in biomedical publications0
Fountain -- an intelligent contextual assistant combining knowledge representation and language models for manufacturing risk identification0
Frequency-based Distortions in Contextualized Word Embeddings0
Balancing Complexity and Informativeness in LLM-Based Clustering: Finding the Goldilocks Zone0
Frequently Asked Questions Retrieval for Croatian Based on Semantic Textual Similarity0
Friend Recommendation based on Hashtags Analysis0
FrNewsLink : a corpus linking TV Broadcast News Segments and Press Articles0
From Disjoint Sets to Parallel Data to Train Seq2Seq Models for Sentiment Transfer0
From distributional semantics to feature norms: grounding semantic models in human perceptual data0
From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions0
From Interoperable Annotations towards Interoperable Resources: A Multilingual Approach to the Analysis of Discourse0
From Stance to Concern: Adaptation of Propositional Analysis to New Tasks and Domains0
Adapting VerbNet to French using existing resources0
Complex Verbs are Different: Exploring the Visual Modality in Multi-Modal Models to Predict Compositionality0
Balanced Multi-Factor In-Context Learning for Multilingual Large Language Models0
Fully Transformer-Equipped Architecture for End-to-End Referring Video Object Segmentation0
Fully Unsupervised Crosslingual Semantic Textual Similarity Metric Based on BERT for Identifying Parallel Data0
A New Semantic Lexicon and Similarity Measure in Bangla0
A Comparative Study of Conversion Aided Methods for WordNet Sentence Textual Similarity0
GATE: General Arabic Text Embedding for Enhanced Semantic Textual Similarity with Matryoshka Representation Learning and Hybrid Loss Training0
Associative and Semantic Features Extracted From Web-Harvested Corpora0
Hierarchy Neighborhood Discriminative Hashing for An Unified View of Single-Label and Multi-Label Image retrieval0
GeAR: Generation Augmented Retrieval0
GenderBias-VL: Benchmarking Gender Bias in Vision Language Models via Counterfactual Probing0
Generalised Differential Privacy for Text Document Processing0
Higher-order Lexical Semantic Models for Non-factoid Answer Reranking0
HLTC-HKUST: A Neural Network Paraphrase Classifier using Translation Metrics, Semantic Roles and Lexical Similarity Features0
DerivBase.hr: A High-Coverage Derivational Morphology Resource for Croatian0
Derivational Smoothing for Syntactic Distributional Semantics0
Bag-of-Vector Embeddings of Dependency Graphs for Semantic Induction0
DERI\&UPM: Pushing Corpus Based Relatedness to Similarity: Shared Task System Description0
Generating Knowledge Graphs from Large Language Models: A Comparative Study of GPT-4, LLaMA 2, and BERT0
Am\'elioration de la similarit\'e s\'emantique vectorielle par m\'ethodes non-supervis\'ees (Improved the Semantic Similarity with Weighting Vectors)0
Concrete Models and Empirical Evaluations for the Categorical Compositional Distributional Model of Meaning0
Deploying Deep Ranking Models for Search Verticals0
Generative Models for Simulating Mobility Trajectories0
Generative Semantic Communication for Joint Image Transmission and Segmentation0
Conditional Attention Networks for Distilling Knowledge Graphs in Recommendation0
GETALP System : Propagation of a Lesk Measure through an Ant Colony Algorithm0
Gextext: Disease Network Extraction from Biomedical Literature0
Back-of-the-Book Index Automation for Arabic Documents0
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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