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 16511700 of 2381 papers

TitleStatusHype
Map Translation Using Geo-tagged Social Media0
MaskClustering: View Consensus based Mask Graph Clustering for Open-Vocabulary 3D Instance Segmentation0
MAViC: Multimodal Active Learning for Video Captioning0
MayoClinicNLP--CORE: Semantic representations for textual similarity0
MayoNLP at SemEval-2016 Task 1: Semantic Textual Similarity based on Lexical Semantic Net and Deep Learning Semantic Model0
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents0
Meaning\_space at SemEval-2018 Task 10: Combining explicitly encoded knowledge with information extracted from word embeddings0
Measuring Economic Policy Uncertainty Using an Unsupervised Word Embedding-based Method0
Measuring Fine-Grained Semantic Equivalence with Abstract Meaning Representation0
Measuring Frame Instance Relatedness0
Measuring idiosyncratic interests in children with autism0
Measuring metaphoricity0
Measuring prominence of scientific work in online news as a proxy for impact0
Measuring Semantic Relations between Human Activities0
Measuring Semantic Similarity by Latent Relational Analysis0
Measuring Semantic Similarity for Bengali Tweets Using WordNet0
Measuring semantic similarity of clinical trial outcomes using deep pre-trained language representations0
Measuring Similarity from Word Pair Matrices with Syntagmatic and Paradigmatic Associations0
Measuring Similarity in Causal Graphs: A Framework for Semantic and Structural Analysis0
Measuring Term Informativeness in Context0
Measuring the Similarity between Automatically Generated Topics0
Measuring the Structural and Conceptual Similarity of Folktales using Plot Graphs0
MED-SE: Medical Entity Definition-based Sentence Embedding0
MedSim: A Novel Semantic Similarity Measure in Bio-medical Knowledge Graphs0
Meerkat Mafia: Multilingual and Cross-Level Semantic Textual Similarity Systems0
MELODI: Semantic Similarity of Words and Compositional Phrases using Latent Vector Weighting0
Membership Inference Attack against Long-Context Large Language Models0
Memorizing All for Implicit Discourse Relation Recognition0
Merging Word Senses0
Metadata-based Data Exploration with Retrieval-Augmented Generation for Large Language Models0
Meta-Embeddings for Natural Language Inference and Semantic Similarity tasks0
Metamorphic Adversarial Detection Pipeline for Face Recognition Systems0
Metaphor Detection through Term Relevance0
Metaphor Suggestions based on a Semantic Metaphor Repository0
MetaReflection: Learning Instructions for Language Agents using Past Reflections0
Method of the coherence evaluation of Ukrainian text0
Methodology and Results for the Competition on Semantic Similarity Evaluation and Entailment Recognition for PROPOR 20160
MIC: Model-agnostic Integrated Cross-channel Recommenders0
MIGA: Mutual Information-Guided Attack on Denoising Models for Semantic Manipulation0
MindLab Neural Network Approach at BioASQ 6B0
MiniExperts: An SVM Approach for Measuring Semantic Textual Similarity0
Mining Equivalent Relations from Linked Data0
MITRE at SemEval-2017 Task 1: Simple Semantic Similarity0
MITRE: Seven Systems for Semantic Similarity in Tweets0
MIXCD: System Description for Evaluating Chinese Word Similarity at SemEval-20120
MixKMeans: Clustering Question-Answer Archives0
MMGPL: Multimodal Medical Data Analysis with Graph Prompt Learning0
MNet-Sim: A Multi-layered Semantic Similarity Network to Evaluate Sentence Similarity0
Modeling and Learning Semantic Co-Compositionality through Prototype Projections and Neural Networks0
Modeling Empathic Similarity in Personal Narratives0
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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