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 15011550 of 2381 papers

TitleStatusHype
THU\_NGN at SemEval-2018 Task 10: Capturing Discriminative Attributes with MLP-CNN model0
Tiantianzhu7:System Description of Semantic Textual Similarity (STS) in the SemEval-2012 (Task 6)0
Time-Aware Evidence Ranking for Fact-Checking0
'Tis but Thy Name: Semantic Question Answering Evaluation with 11M Names for 1M Entities0
TKLBLIIR: Detecting Twitter Paraphrases with TweetingJay0
Tmuse: Lexical Network Exploration0
Together we stand: Siamese Networks for Similar Question Retrieval0
Token-Level Privacy in Large Language Models0
Token Prepending: A Training-Free Approach for Eliciting Better Sentence Embeddings from LLMs0
Top a Splitter: Using Distributional Semantics for Improving Compound Splitting0
Topical Key Concept Extraction from Folksonomy0
TopoLedgerBERT: Topological Learning of Ledger Description Embeddings using Siamese BERT-Networks0
Toward a Computational Multidimensional Lexical Similarity Measure for Modeling Word Association Tasks in Psycholinguistics0
Toward a Realistic Benchmark for Out-of-Distribution Detection0
Towards Actual (Not Operational) Textual Style Transfer Auto-Evaluation0
Towards a Gold Standard Corpus for Variable Detection and Linking in Social Science Publications0
Towards a Gold Standard for Evaluating Danish Word Embeddings0
Towards a Structured Representation of Generic Concepts and Relations in Large Text Corpora0
Towards Automated Patent Workflows: AI-Orchestrated Multi-Agent Framework for Intellectual Property Management and Analysis0
Towards Automatic Thesaurus Construction and Enrichment.0
Towards Compositional Tree Kernels0
Towards Dynamic Word Sense Discrimination with Random Indexing0
Towards explainable evaluation of language models on the semantic similarity of visual concepts0
Towards Label-Only Membership Inference Attack against Pre-trained Large Language Models0
Towards Semantic Communications: Deep Learning-Based Image Semantic Coding0
Towards Semantic Language Classification: Inducing and Clustering Semantic Association Networks from Europarl0
Towards Syntax-aware Compositional Distributional Semantic Models0
Towards Universal Dense Retrieval for Open-domain Question Answering0
Traffic event description based on Twitter data using Unsupervised Learning Methods for Indian road conditions0
Training a Ranking Function for Open-Domain Question Answering0
TransAug: Translate as Augmentation for Sentence Embeddings0
Transfer Reward Learning for Policy Gradient-Based Text Generation0
Transformer-based Joint Source Channel Coding for Textual Semantic Communication0
Transformers Can Compose Skills To Solve Novel Problems Without Finetuning0
Transformer Semantic Genetic Programming for Symbolic Regression0
Translating away Translationese without Parallel Data0
TrialMatchAI: An End-to-End AI-powered Clinical Trial Recommendation System to Streamline Patient-to-Trial Matching0
Triplet-Based Deep Hashing Network for Cross-Modal Retrieval0
TSI: an Ad Text Strength Indicator using Text-to-CTR and Semantic-Ad-Similarity0
tucSage: Grammar Rule Induction for Spoken Dialogue Systems via Probabilistic Candidate Selection0
Turning Distributional Thesauri into Word Vectors for Synonym Extraction and Expansion0
Tweet2Vec: Learning Tweet Embeddings Using Character-level CNN-LSTM Encoder-Decoder0
Twitter-based traffic information system based on vector representations for words0
Twitter Paraphrase Identification with Simple Overlap Features and SVMs0
Two-stage Voice Application Recommender System for Unhandled Utterances in Intelligent Personal Assistant0
Type Information Utilized Event Detection via Multi-Channel GNNs in Electrical Power Systems0
Typology of Adjectives Benchmark for Compositional Distributional Models0
UAlacant: Using Online Machine Translation for Cross-Lingual Textual Entailment0
UBC: Cubes for English Semantic Textual Similarity and Supervised Approaches for Interpretable STS0
UCAM-CORE: Incorporating structured distributional similarity into STS0
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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