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 551600 of 2381 papers

TitleStatusHype
BUAP: Evaluating Features for Multilingual and Cross-Level Semantic Textual Similarity0
Applying Multi-Sense Embeddings for German Verbs to Determine Semantic Relatedness and to Detect Non-Literal Language0
A Hybrid Neural Network Model for Commonsense Reasoning0
A Comparison of Smoothing Techniques for Bilingual Lexicon Extraction from Comparable Corpora0
BUAP: Evaluating Compositional Distributional Semantic Models on Full Sentences through Semantic Relatedness and Textual Entailment0
Brotherhood at WMT 2024: Leveraging LLM-Generated Contextual Conversations for Cross-Lingual Image Captioning0
Applying Graph-based Keyword Extraction to Document Retrieval0
Bringing Semantics into Focus Using Visual Abstraction0
Bridging the Gap: Incorporating a Semantic Similarity Measure for Effectively Mapping PubMed Queries to Documents0
Apples to Apples: Learning Semantics of Common Entities Through a Novel Comprehension Task0
A Hierarchical Semantics-Aware Distributional Similarity Scheme0
Enhancing lexical-based approach with external knowledge for Vietnamese multiple-choice machine reading comprehension0
Bridging Natural Language Processing and Psycholinguistics: computationally grounded semantic similarity datasets for Basque and Spanish0
A Comparison of Semantic Similarity Methods for Maximum Human Interpretability0
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access0
Bridging Fairness and Environmental Sustainability in Natural Language Processing0
AHAM: Adapt, Help, Ask, Model -- Harvesting LLMs for literature mining0
2-Tier SimCSE: Elevating BERT for Robust Sentence Embeddings0
DKPro Similarity: An Open Source Framework for Text Similarity0
DKPro TC: A Java-based Framework for Supervised Learning Experiments on Textual Data0
DOCAL - Vicomtech's Participation in the WMT16 Shared Task on Bilingual Document Alignment0
A Graph-theoretic Summary Evaluation for ROUGE0
A partition-based similarity for classification distributions0
Distributional Semantics for Resolving Bridging Mentions0
Bootstrapping Unsupervised Bilingual Lexicon Induction0
A Paraphrase and Semantic Similarity Detection System for User Generated Short-Text Content on Microblogs0
Distributional vectors encode referential attributes0
Boosting the Performance of Transformer Architectures for Semantic Textual Similarity0
RealignDiff: Boosting Text-to-Image Diffusion Model with Coarse-to-fine Semantic Re-alignment0
A Parametric Similarity Method: Comparative Experiments based on Semantically Annotated Large Datasets0
A Graph Based Semi-Supervised Approach for Analysis of Derivational Nouns in Sanskrit0
Boosting Few-Shot Learning With Adaptive Margin Loss0
A comparison of models of word meaning in context0
A Comparison of Greedy and Optimal Assessment of Natural Language Student Input Using Word-to-Word Similarity Metrics0
DIT: Summarisation and Semantic Expansion in Evaluating Semantic Similarity0
Book Reviews: Semantic Similarity from Natural Language and Ontology Analysis by S\'ebastien Harispe, Sylvie Ranwez, Stefan Janaqi, and Jacky Montmain0
Agnostic Personalized Federated Learning with Kernel Factorization0
BiVRec: Bidirectional View-based Multimodal Sequential Recommendation0
BitSim: An Algebraic Similarity Measure for Description Logics Concepts0
An Unsupervised Sampling Approach for Image-Sentence Matching Using Document-Level Structural Information0
Distributional Neural Networks for Automatic Resolution of Crossword Puzzles0
BIT at SemEval-2017 Task 1: Using Semantic Information Space to Evaluate Semantic Textual Similarity0
BIT at SemEval-2016 Task 1: Sentence Similarity Based on Alignments and Vector with the Weight of Information Content0
An Unsupervised Dialogue Topic Segmentation Model Based on Utterance Rewriting0
BIOSSES: A Semantic Sentence Similarity Estimation System for the Biomedical Domain0
A Novel Word Sense Disambiguation Approach Using WordNet Knowledge Graph0
AGenT Zero: Zero-shot Automatic Multiple-Choice Question Generation for Skill Assessments0
Distributional Semantic Concept Models for Entity Relation Discovery0
Ditto: A Simple and Efficient Approach to Improve Sentence Embeddings0
Binary Encoded Word Mover’s Distance0
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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