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 701750 of 2381 papers

TitleStatusHype
Ebiquity: Paraphrase and Semantic Similarity in Twitter using Skipgrams0
A Framework for the Construction of Monolingual and Cross-lingual Word Similarity Datasets0
ECNU at SemEval-2016 Task 1: Leveraging Word Embedding From Macro and Micro Views to Boost Performance for Semantic Textual Similarity0
ECNU at SemEval-2016 Task 3: Exploring Traditional Method and Deep Learning Method for Question Retrieval and Answer Ranking in Community Question Answering0
ECNU at SemEval-2017 Task 1: Leverage Kernel-based Traditional NLP features and Neural Networks to Build a Universal Model for Multilingual and Cross-lingual Semantic Textual Similarity0
ECNU at SemEval-2017 Task 3: Using Traditional and Deep Learning Methods to Address Community Question Answering Task0
ECNU at SemEval-2017 Task 7: Using Supervised and Unsupervised Methods to Detect and Locate English Puns0
ECNU at SemEval-2018 Task 10: Evaluating Simple but Effective Features on Machine Learning Methods for Semantic Difference Detection0
ECNUCS: Measuring Short Text Semantic Equivalence Using Multiple Similarity Measurements0
ECNUCS: Recognizing Cross-lingual Textual Entailment Using Multiple Text Similarity and Text Difference Measures0
ECNU: Leveraging on Ensemble of Heterogeneous Features and Information Enrichment for Cross Level Semantic Similarity Estimation0
ECNU: Leveraging Word Embeddings to Boost Performance for Paraphrase in Twitter0
ECNU: One Stone Two Birds: Ensemble of Heterogenous Measures for Semantic Relatedness and Textual Entailment0
ECNU: Using Multiple Sources of CQA-based Information for Answers Selection and YES/NO Response Inference0
ECNU: Using Traditional Similarity Measurements and Word Embedding for Semantic Textual Similarity Estimation0
EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association0
EDS-MEMBED: Multi-sense embeddings based on enhanced distributional semantic structures via a graph walk over word senses0
Early Discovery of Emerging Entities in Persian Twitter with Semantic Similarity0
Effective Parallel Corpus Mining using Bilingual Sentence Embeddings0
Effective Transfer Learning for Identifying Similar Questions: Matching User Questions to COVID-19 FAQs0
Effects of Creativity and Cluster Tightness on Short Text Clustering Performance0
Efficient Audio Captioning Transformer with Patchout and Text Guidance0
Efficient comparison of sentence embeddings0
Efficient data selection employing Semantic Similarity-based Graph Structures for model training0
Efficient Domain Adaptation of Sentence Embeddings Using Adapters0
Efficient Embedding of Semantic Similarity in Control Policies via Entangled Bisimulation0
Building and Evaluating a Distributional Memory for Croatian0
Efficient learning of neighbor representations for boundary trees and forests0
Evaluating text coherence based on semantic similarity graph0
Efficient Multi-Modal Embeddings from Structured Data0
EF-LLM: Energy Forecasting LLM with AI-assisted Automation, Enhanced Sparse Prediction, Hallucination Detection0
EHU-ALM: Similarity-Feature Based Approach for Student Response Analysis0
Building Concept Graphs from Monolingual Dictionary Entries0
Approche supervis\'ee de calcul de similarit\'e s\'emantique entre paires de phrases (Supervised approach to compute semantic similarity between sentence pairs)0
Evaluating the Susceptibility of Pre-Trained Language Models via Handcrafted Adversarial Examples0
Building Interpretable and Reliable Open Information Retriever for New Domains Overnight0
Optimal Embedding Calibration for Symbolic Music Similarity0
Embedding Semantic Hierarchy in Discrete Optimal Transport for Risk Minimization0
Embedding Semantic Similarity in Tree Kernels for Domain Adaptation of Relation Extraction0
Building RadiologyNET: Unsupervised annotation of a large-scale multimodal medical database0
Embeddings models for Buddhist Sanskrit0
Embedding Transfer via Smooth Contrastive Loss0
Embed-Search-Align: DNA Sequence Alignment using Transformer Models0
Embodied Image Captioning: Self-supervised Learning Agents for Spatially Coherent Image Descriptions0
Embracing Ambiguity: Improving Similarity-oriented Tasks with Contextual Synonym Knowledge0
BeLightRec: A lightweight recommender system enhanced with BERT0
Emphasizing Complementary Samples for Non-literal Cross-modal Retrieval0
Employing Word Representations and Regularization for Domain Adaptation of Relation Extraction0
BUT-TYPED: Using domain knowledge for computing typed similarity0
An Improved Model of Semantic Similarity Based on Lexical Co-Occurrence0
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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