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 12011250 of 2381 papers

TitleStatusHype
Meta-Embeddings for Natural Language Inference and Semantic Similarity tasks0
FFCI: A Framework for Interpretable Automatic Evaluation of SummarizationCode0
AGenT Zero: Zero-shot Automatic Multiple-Choice Question Generation for Skill Assessments0
SEA: Sentence Encoder Assembly for Video Retrieval by Textual QueriesCode0
Using Text to Teach Image Retrieval0
Prototypical Contrast and Reverse Prediction: Unsupervised Skeleton Based Action RecognitionCode0
A partition-based similarity for classification distributions0
Center-wise Local Image Mixture For Contrastive Representation Learning0
Improving Knowledge-Aware Dialogue Response Generation by Using Human-Written Prototype Dialogues0
Comparative Evaluation of Label-Agnostic Selection Bias in Multilingual Hate Speech DatasetsCode0
When is a bishop not like a rook? When it's like a rabbi! Multi-prototype BERT embeddings for estimating semantic relationshipsCode0
Second-Order NLP Adversarial Examples0
Machine Translation Reference-less Evaluation using YiSi-2 with Bilingual Mappings of Massive Multilingual Language Model0
Surfacing Privacy Settings Using Semantic MatchingCode0
Deconstruct to Reconstruct a Configurable Evaluation Metric for Open-Domain Dialogue SystemsCode0
Improving Parallel Data Identification using Iteratively Refined Sentence Alignments and Bilingual Mappings of Pre-trained Language Models0
Learning from Unlabelled Data for Clinical Semantic Textual Similarity0
From Disjoint Sets to Parallel Data to Train Seq2Seq Models for Sentiment Transfer0
Method of the coherence evaluation of Ukrainian text0
Knowledge-Based Construction of Confusion Matrices for Multi-Label Classification Algorithms using Semantic Similarity Measures0
On Learning Text Style Transfer with Direct RewardsCode0
Neural Passage Retrieval with Improved Negative Contrast0
Comparative analysis of word embeddings in assessing semantic similarity of complex sentences0
GiBERT: Introducing Linguistic Knowledge into BERT through a Lightweight Gated Injection Method0
Rewriting Meaningful Sentences via Conditional BERT Sampling and an application on fooling text classifiers0
Latte-Mix: Measuring Sentence Semantic Similarity with Latent Categorical Mixtures0
Augmented SBERT: Data Augmentation Method for Improving Bi-Encoders for Pairwise Sentence Scoring TasksCode0
CIMON: Towards High-quality Hash Codes0
Meta-Context Transformers for Domain-Specific Response GenerationCode0
Webly Supervised Image Classification with Metadata: Automatic Noisy Label Correction via Visual-Semantic GraphCode0
FILM: A Fast, Interpretable, and Low-rank Metric Learning Approach for Sentence Matching0
Evaluating the Effectiveness of Efficient Neural Architecture Search for Sentence-Pair Tasks0
COD3S: Diverse Generation with Discrete Semantic SignaturesCode0
Beyond [CLS] through Ranking by Generation0
Does the Objective Matter? Comparing Training Objectives for Pronoun ResolutionCode0
Second-Order NLP Adversarial ExamplesCode0
A Mixed Learning Objective for Neural Machine Translation0
Improving Semantic Similarity Calculation of Japanese Text for MT Evaluation0
Differentially Private Adversarial Robustness Through Randomized Perturbations0
Semantic-based Distance Approaches in Multi-objective Genetic Programming0
Time-Aware Evidence Ranking for Fact-Checking0
SEEC: Semantic Vector Federation across Edge Computing Environments0
MultiGBS: A multi-layer graph approach to biomedical summarization0
TabSim: A Siamese Neural Network for Accurate Estimation of Table Similarity0
FAT ALBERT: Finding Answers in Large Texts using Semantic Similarity Attention Layer based on BERTCode0
A Survey on Text Simplification0
Effective Transfer Learning for Identifying Similar Questions: Matching User Questions to COVID-19 FAQs0
Measuring prominence of scientific work in online news as a proxy for impact0
Check_square at CheckThat! 2020: Claim Detection in Social Media via Fusion of Transformer and Syntactic FeaturesCode0
Mono vs Multilingual Transformer-based Models: a Comparison across Several Language TasksCode0
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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