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 21012150 of 2381 papers

TitleStatusHype
Data-driven Paraphrasing and Stylistic Harmonization0
DCU-SEManiacs at SemEval-2016 Task 1: Synthetic Paragram Embeddings for Semantic Textual Similarity0
DCU: Using Distributional Semantics and Domain Adaptation for the Semantic Textual Similarity SemEval-2015 Task 20
DebCSE: Rethinking Unsupervised Contrastive Sentence Embedding Learning in the Debiasing Perspective0
Debiased Contrastive Learning of Unsupervised Sentence Representations0
Decoding Emotional Experiences in Dyadic Conversations of Married Couples: Leveraging Semantic Similarity through Sentence Embedding0
Deep Contextualized Pairwise Semantic Similarity for Arabic Language Questions0
Deep Contrastive Multi-view Clustering under Semantic Feature Guidance0
Deep Learning of Binary and Gradient Judgements for Semantic Paraphrase0
Deep learning with sentence embeddings pre-trained on biomedical corpora improves the performance of finding similar sentences in electronic medical records0
Deep Lifelong Cross-modal Hashing0
DeepPurple: Estimating Sentence Semantic Similarity using N-gram Regression Models and Web Snippets0
DeepPurple: Lexical, String and Affective Feature Fusion for Sentence-Level Semantic Similarity Estimation0
DeepRTL: Bridging Verilog Understanding and Generation with a Unified Representation Model0
Deep Semantic Ranking Based Hashing for Multi-Label Image Retrieval0
DeepTrax: Embedding Graphs of Financial Transactions0
DELTA: Pre-train a Discriminative Encoder for Legal Case Retrieval via Structural Word Alignment0
DEMO: A Statistical Perspective for Efficient Image-Text Matching0
Denoising Programming Knowledge Tracing with a Code Graph-based Tuning Adaptor0
Dense Associative Memory is Robust to Adversarial Inputs0
Depeche Mood: a Lexicon for Emotion Analysis from Crowd Annotated News0
Deploying Deep Ranking Models for Search Verticals0
DERI\&UPM: Pushing Corpus Based Relatedness to Similarity: Shared Task System Description0
Derivational Smoothing for Syntactic Distributional Semantics0
DerivBase.hr: A High-Coverage Derivational Morphology Resource for Croatian0
DeSpin: a prototype system for detecting spin in biomedical publications0
Detecting Backdoor Attacks via Similarity in Semantic Communication Systems0
Detecting Collocations Similarity via Logical-Linguistic Model0
Detecting Language Impairments in Autism: A Computational Analysis of Semi-structured Conversations with Vector Semantics0
Detecting linguistic idiosyncratic interests in autism using distributional semantic models0
Detecting Metaphor by Contextual Analogy0
Detecting Paraphrases of Standard Clause Titles in Insurance Contracts0
Detecting Redundant Health Survey Questions Using Language-agnostic BERT Sentence Embedding (LaBSE)0
Detecting Singleton Review Spammers Using Semantic Similarity0
Determining Compositionality of Expresssions Using Various Word Space Models and Methods0
Determining Semantic Textual Similarity using Natural Deduction Proofs0
DialoGPS: Dialogue Path Sampling in Continuous Semantic Space for Data Augmentation in Multi-Turn Conversations0
Differentially Private Adversarial Robustness Through Randomized Perturbations0
Direct Network Transfer: Transfer Learning of Sentence Embeddings for Semantic Similarity0
DirRelCond3: Detecting Textual Entailment Across Languages With Conditions On Directional Text Relatedness Scores0
Disambiguation of Basic Action Types through Nouns' Telic Qualia0
Discourse Complements Lexical Semantics for Non-factoid Answer Reranking0
Discourse Relation Sense Classification Using Cross-argument Semantic Similarity Based on Word Embeddings0
Discovering Knowledge Deficiencies of Language Models on Massive Knowledge Base0
Discovering Stylistic Variations in Distributional Vector Space Models via Lexical Paraphrases0
Discovery of Shared Semantic Spaces for Multi-Scene Video Query and Summarization0
Discriminative Improvements to Distributional Sentence Similarity0
Discriminative Supervised Subspace Learning for Cross-modal Retrieval0
Dissociating Semantic and Phonemic Search Strategies in the Phonemic Verbal Fluency Task in early Dementia0
Distractor Generation for Chinese Fill-in-the-blank Items0
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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
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