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 451500 of 2381 papers

TitleStatusHype
Common Variable Learning and Invariant Representation Learning using Siamese Neural Networks0
Community Search in Time-dependent Road-social Attributed Networks0
Assessing Chinese Readability using Term Frequency and Lexical Chain0
Comparing Apples to Apple: The Effects of Stemmers on Topic Models0
Comparing Approaches for Automatic Question Identification0
Comparing Data Sources and Architectures for Deep Visual Representation Learning in Semantics0
Comparing scalable strategies for generating numerical perspectives0
Comparison and Combination of Sentence Embeddings Derived from Different Supervision Signals0
Capturing Discriminative Attributes in a Distributional Space: Task Proposal0
Adapting VerbNet to French using existing resources0
Complex Verbs are Different: Exploring the Visual Modality in Multi-Modal Models to Predict Compositionality0
Compositional Distributional Semantics Models in Chunk-based Smoothed Tree Kernels0
A 2D Semantic-Aware Position Encoding for Vision Transformers0
Associative and Semantic Features Extracted From Web-Harvested Corpora0
Capturing Anomalies in the Choice of Content Words in Compositional Distributional Semantic Space0
Compressing Sentence Representation via Homomorphic Projective Distillation0
Are BLEU and Meaning Representation in Opposition?0
A Computational Approach to Measuring the Semantic Divergence of Cognates0
A Structured Distributional Semantic Model for Event Co-reference0
Am\'elioration de la similarit\'e s\'emantique vectorielle par m\'ethodes non-supervis\'ees (Improved the Semantic Similarity with Weighting Vectors)0
DALR: Dual-level Alignment Learning for Multimodal Sentence Representation Learning0
A Structured Distributional Semantic Model : Integrating Structure with Semantics0
Conditional Attention Networks for Distilling Knowledge Graphs in Recommendation0
ConIsI: A Contrastive Framework with Inter-sentence Interaction for Self-supervised Sentence Representation0
Conjuring Semantic Similarity0
Connecting the Dots: Inferring Patent Phrase Similarity with Retrieved Phrase Graphs0
Connecting the Dots: Leveraging Spatio-Temporal Graph Neural Networks for Accurate Bangla Sign Language Recognition0
Data Driven Content Creation using Statistical and Natural Language Processing Techniques for Financial Domain0
Conservative Bias in Large Language Models: Measuring Relation Predictions0
Consistency of Responses and Continuations Generated by Large Language Models on Social Media0
Constructing a Norm for Children's Scientific Drawing: Distribution Features Based on Semantic Similarity of Large Language Models0
A Survey on Automatically-Constructed WordNets and their Evaluation: Lexical and Word Embedding-based Approaches0
Content Selection through Paraphrase Detection: Capturing different Semantic Realisations of the Same Idea0
Context-Aware Human Behavior Prediction Using Multimodal Large Language Models: Challenges and Insights0
DebCSE: Rethinking Unsupervised Contrastive Sentence Embedding Learning in the Debiasing Perspective0
Detecting linguistic idiosyncratic interests in autism using distributional semantic models0
Context-Dependent Translation Selection Using Convolutional Neural Network0
Context Effects on Human Judgments of Similarity0
Contextual ASR Error Handling with LLMs Augmentation for Goal-Oriented Conversational AI0
Contextualized Usage-Based Material Selection0
Can Translation Memories afford not to use paraphrasing?0
Context Vector Disambiguation for Bilingual Lexicon Extraction from Comparable Corpora0
ConTFV: A Contrastive Learning Framework for Table-based Fact Verification0
A text autoencoder from transformer for fast encoding language representation0
Canonicalizing Open Knowledge Bases with Multi-Layered Meta-Graph Neural Network0
ArbEngVec : Arabic-English Cross-Lingual Word Embedding Model0
Contrasting Syntagmatic and Paradigmatic Relations: Insights from Distributional Semantic Models0
A Theory-Driven Self-Labeling Refinement Method for Contrastive Representation Learning0
Contrastive Learning of Sentence Representations0
Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering0
Show:102550
← PrevPage 10 of 48Next →

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