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 801850 of 2381 papers

TitleStatusHype
Semantic Similarity Measure of Natural Language Text through Machine Learning and a Keyword-Aware Cross-Encoder-Ranking Summarizer -- A Case Study Using UCGIS GIS&T Body of Knowledge0
Adapting Sentence Transformers for the Aviation Domain0
PESTS: Persian_English Cross Lingual Corpus for Semantic Textual Similarity0
Instance Smoothed Contrastive Learning for Unsupervised Sentence EmbeddingCode0
REINFOREST: Reinforcing Semantic Code Similarity for Cross-Lingual Code Search ModelsCode0
Unsupervised Dialogue Topic Segmentation with Topic-aware Utterance Representation0
Neural Keyphrase Generation: Analysis and Evaluation0
Deep Lifelong Cross-modal Hashing0
Bridging Natural Language Processing and Psycholinguistics: computationally grounded semantic similarity datasets for Basque and Spanish0
Low-resource Bilingual Dialect Lexicon Induction with Large Language ModelsCode0
D2CSE: Difference-aware Deep continuous prompts for Contrastive Sentence Embeddings0
Learning Geometry-aware Representations by Sketching0
A Clustering Framework for Unsupervised and Semi-supervised New Intent Discovery0
Semantic Feature Verification in FLAN-T50
Static Fuzzy Bag-of-Words: a lightweight sentence embedding algorithm0
Efficient Audio Captioning Transformer with Patchout and Text Guidance0
SuperDisco: Super-Class Discovery Improves Visual Recognition for the Long-Tail0
Using Semantic Similarity and Text Embedding to Measure the Social Media Echo of Strategic Communications0
LEURN: Learning Explainable Univariate Rules with Neural Networks0
A Novel Patent Similarity Measurement Methodology: Semantic Distance and Technological DistanceCode0
Micro-video Tagging via Jointly Modeling Social Influence and Tag RelationCode0
ESCL: Equivariant Self-Contrastive Learning for Sentence Representations0
INO at Factify 2: Structure Coherence based Multi-Modal Fact VerificationCode0
Weighted Sampling for Masked Language Modeling0
AdapterSoup: Weight Averaging to Improve Generalization of Pretrained Language Models0
NapSS: Paragraph-level Medical Text Simplification via Narrative Prompting and Sentence-matching SummarizationCode0
A Parametric Similarity Method: Comparative Experiments based on Semantically Annotated Large Datasets0
Analyzing the impact of climate change on critical infrastructure from the scientific literature: A weakly supervised NLP approach0
How to choose "Good" Samples for Text Data Augmentation0
TransFool: An Adversarial Attack against Neural Machine Translation ModelsCode0
KNNs of Semantic Encodings for Rating Prediction0
uHelp: intelligent volunteer search for mutual help communities0
ClusterLog: Clustering Logs for Effective Log-based Anomaly Detection0
JCSE: Contrastive Learning of Japanese Sentence Embeddings and Its ApplicationsCode0
Syntactically Robust Training on Partially-Observed Data for Open Information ExtractionCode0
Prompting Large Language Model for Machine Translation: A Case Study0
USER: Unified Semantic Enhancement with Momentum Contrast for Image-Text RetrievalCode0
Self-Supervised Image-to-Point Distillation via Semantically Tolerant Contrastive Loss0
Language-Informed Transfer Learning for Embodied Household Activities0
Universal Multimodal Representation for Language Understanding0
The Undesirable Dependence on Frequency of Gender Bias Metrics Based on Word EmbeddingsCode0
Attention Discriminant Sampling for Point Clouds0
Text-Guided Unsupervised Latent Transformation for Multi-Attribute Image Manipulation0
Scene-Aware Label Graph Learning for Multi-Label Image Classification0
Modified Query Expansion Through Generative Adversarial Networks for Information Extraction in E-Commerce0
Beyond Contrastive Learning: A Variational Generative Model for Multilingual Retrieval0
Predicting the Score of Atomic Candidate OWL Class Axioms0
MANTIS at TSAR-2022 Shared Task: Improved Unsupervised Lexical Simplification with Pretrained Encoders0
GiCCS: A German in-Context Conversational Similarity Benchmark0
MAViC: Multimodal Active Learning for Video Captioning0
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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