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 9511000 of 2381 papers

TitleStatusHype
TransAug: Translate as Augmentation for Sentence Embeddings0
Unsupervised Full Constituency Parsing with Neighboring Distribution Divergence0
FacTeR-Check: Semi-automated fact-checking through Semantic Similarity and Natural Language Inference0
Mixed Supervised Object Detection by Transferring Mask Prior and Semantic SimilarityCode1
Self-supervised similarity search for large scientific datasetsCode1
MIC: Model-agnostic Integrated Cross-channel Recommenders0
Two-stage Voice Application Recommender System for Unhandled Utterances in Intelligent Personal Assistant0
FarFetched: An Entity-centric Approach for Reasoning on Textually Represented Environments0
Efficient Neural Ranking using Forward IndexesCode1
Multi-Modal Interaction Graph Convolutional Network for Temporal Language Localization in VideosCode1
Doubly-Trained Adversarial Data Augmentation for Neural Machine TranslationCode0
Avoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse NetworksCode0
What Makes Sentences Semantically Related: A Textual Relatedness Dataset and Empirical StudyCode1
An Isotropy Analysis in the Multilingual BERT Embedding SpaceCode0
Global Explainability of BERT-Based Evaluation Metrics by Disentangling along Linguistic FactorsCode1
Efficient Multi-Modal Embeddings from Structured Data0
Exploiting Twitter as Source of Large Corpora of Weakly Similar Pairs for Semantic Sentence EmbeddingsCode0
Using Single-Trial Representational Similarity Analysis with EEG to track semantic similarity in emotional word processing0
Contextualized Semantic Distance between Highly Overlapped TextsCode0
Neural sentence embedding models for semantic similarity estimation in the biomedical domainCode0
SlovakBERT: Slovak Masked Language ModelCode1
Agnostic Personalized Federated Learning with Kernel Factorization0
What Makes Better Augmentation Strategies? Augment Difficult but Not too Different0
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillationsCode1
Cluster Analysis with Deep Embeddings and Contrastive Learning0
DialogueCSE: Dialogue-based Contrastive Learning of Sentence EmbeddingsCode1
Sorting through the noise: Testing robustness of information processing in pre-trained language models0
Rethinking Crowd Sourcing for Semantic Similarity0
Towards Universal Dense Retrieval for Open-domain Question Answering0
Investigating Entropy for Extractive Document Summarization0
ConvFiT: Conversational Fine-Tuning of Pretrained Language Models0
AutoGCL: Automated Graph Contrastive Learning via Learnable View GeneratorsCode1
Adversarial Training with Contrastive Learning in NLP0
Contrastive Word Embedding Learning for Neural Machine Translation0
Transformers Can Compose Skills To Solve Novel Problems Without Finetuning0
A Semantic Indexing Structure for Image Retrieval0
Pairwise Supervised Contrastive Learning of Sentence RepresentationsCode1
MURAL: Multimodal, Multitask Retrieval Across Languages0
ARMAN: Pre-training with Semantically Selecting and Reordering of Sentences for Persian Abstractive SummarizationCode1
Data Driven Content Creation using Statistical and Natural Language Processing Techniques for Financial Domain0
On Length Divergence Bias in Textual Matching Models0
PR-Net: Preference Reasoning for Personalized Video Highlight Detection0
Paragraph Similarity Matches for Generating Multiple-choice Test Items0
Assessing the Eligibility of Backtranslated Samples Based on Semantic Similarity for the Paraphrase Identification Task0
Evaluation Datasets for Cross-lingual Semantic Textual Similarity0
Aligning Cross-lingual Sentence Representations with Dual Momentum Contrast0
Sense representations for Portuguese: experiments with sense embeddings and deep neural language models0
Object-aware Long-short-range Spatial Alignment for Few-Shot Fine-Grained Image Classification0
Multiplex Graph Neural Network for Extractive Text Summarization0
NeuroCartography: Scalable Automatic Visual Summarization of Concepts in Deep Neural NetworksCode1
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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