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 21512200 of 2381 papers

TitleStatusHype
Product Feature Mining: Semantic Clues versus Syntactic Constituents0
Weakly Supervised Multiclass Video Segmentation0
Improving Lexical Embeddings with Semantic KnowledgeCode0
Learning to Predict Distributions of Words Across Domains0
Discourse Complements Lexical Semantics for Non-factoid Answer Reranking0
Referential Translation Machines for Predicting Translation Quality0
Structuring Operative Notes using Active Learning0
Probabilistic Modeling of Joint-context in Distributional Similarity0
Vector spaces for historical linguistics: Using distributional semantics to study syntactic productivity in diachrony0
Interpretable Semantic Vectors from a Joint Model of Brain- and Text- Based Meaning0
Predicting the relevance of distributional semantic similarity with contextual information0
On the reliability and inter-annotator agreement of human semantic MT evaluation via HMEANT0
Semi-supervised methods for expanding psycholinguistics norms by integrating distributional similarity with the structure of WordNet0
Adapting VerbNet to French using existing resources0
Building a Dataset of Multilingual Cognates for the Romanian Lexicon0
On Paraphrase Identification Corpora0
Word Semantic Similarity for Morphologically Rich Languages0
Creative language explorations through a high-expressivity N-grams query language0
Evaluation of Simple Distributional Compositional Operations on Longer Texts0
Latent Semantic Analysis Models on Wikipedia and TASA0
DerivBase.hr: A High-Coverage Derivational Morphology Resource for Croatian0
Chasing Hypernyms in Vector Spaces with Entropy0
Care Episode Retrieval0
A Summariser based on Human Memory Limitations and Lexical Competition0
Map Translation Using Geo-tagged Social Media0
Measuring the Similarity between Automatically Generated Topics0
Multi-Granular Aspect Aggregation in Aspect-Based Sentiment Analysis0
A Systematic Study of Semantic Vector Space Model Parameters0
Using Entropy Estimates for DAG-Based Ontologies0
An evaluative baseline for geo-semantic relatedness and similarity0
Semantic Similarity Measures Applied to an Ontology for Human-Like Interaction0
The semantic similarity ensemble0
From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions0
What implementation and translation teach us: the case of semantic similarity measures in wordnets0
An Analytical Study of Synonymy in Assamese Language Using WorldNet: Classification and Structure0
Towards Compositional Tree Kernels0
Semantic Textual Similarity: past present and future0
Evaluation on Second Language Collocational Congruency with Computational Semantic Similarity0
Word similarity using constructions as contextual features0
Description and Evaluation of Semantic Similarity Measures ApproachesCode0
Semantic Measures for the Comparison of Units of Language, Concepts or Instances from Text and Knowledge Base Analysis0
Is Twitter A Better Corpus for Measuring Sentiment Similarity?0
Topical Key Concept Extraction from Folksonomy0
Unsupervised Word Class Induction for Under-resourced Languages: A Case Study on Indonesian0
Tmuse: Lexical Network Exploration0
Reconstructing Big Semantic Similarity Networks0
Recurrent Continuous Translation Models0
Augmentable Paraphrase Extraction Framework0
Applying Graph-based Keyword Extraction to Document Retrieval0
A Semantically Enhanced Approach to Determine Textual Similarity0
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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