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
Identifying semantic relations in a specialized corpus through distributional analysis of a cooccurrence tensor0
GiBERT: Introducing Linguistic Knowledge into BERT through a Lightweight Gated Injection Method0
GiCCS: A German in-Context Conversational Similarity Benchmark0
GKR: the Graphical Knowledge Representation for semantic parsing0
Connecting the Dots: Leveraging Spatio-Temporal Graph Neural Networks for Accurate Bangla Sign Language Recognition0
If Sentences Could See: Investigating Visual Information for Semantic Textual Similarity0
iKernels-Core: Tree Kernel Learning for Textual Similarity0
GLS-CSC: A Simple but Effective Strategy to Mitigate Chinese STM Models' Over-Reliance on Superficial Clue0
DerivBase.hr: A High-Coverage Derivational Morphology Resource for Croatian0
A Summariser based on Human Memory Limitations and Lexical Competition0
Gold Standard Online Debates Summaries and First Experiments Towards Automatic Summarization of Online Debate Data0
GPTSee: Enhancing Moment Retrieval and Highlight Detection via Description-Based Similarity Features0
Graph-Augmented Cyclic Learning Framework for Similarity Estimation of Medical Clinical Notes0
Derivational Smoothing for Syntactic Distributional Semantics0
Graph Based Similarity Measures for Synonym Extraction from Parsed Text0
GrFormer: A Novel Transformer on Grassmann Manifold for Infrared and Visible Image Fusion0
Grounding Action Descriptions in Videos0
Grounding Semantics in Olfactory Perception0
GSI-UPM at SemEval-2019 Task 5: Semantic Similarity and Word Embeddings for Multilingual Detection of Hate Speech Against Immigrants and Women on Twitter0
Context-Aware Human Behavior Prediction Using Multimodal Large Language Models: Challenges and Insights0
Bag-of-Vector Embeddings of Dependency Graphs for Semantic Induction0
DERI\&UPM: Pushing Corpus Based Relatedness to Similarity: Shared Task System Description0
Deploying Deep Ranking Models for Search Verticals0
Hamming Distance Metric Learning0
Hamming Sentence Embeddings for Information Retrieval0
Back-of-the-Book Index Automation for Arabic Documents0
Hardness of Samples Need to be Quantified for a Reliable Evaluation System: Exploring Potential Opportunities with a New Task0
Context Effects on Human Judgments of Similarity0
Harnessing label semantics to extract higher performance under noisy label for Company to Industry matching0
HashAttention: Semantic Sparsity for Faster Inference0
Hashtags are (not) judgemental: The untold story of Lok Sabha elections 20190
HCCL at SemEval-2017 Task 2: Combining Multilingual Word Embeddings and Transliteration Model for Semantic Similarity0
An evaluative baseline for geo-semantic relatedness and similarity0
HD-RAG: Retrieval-Augmented Generation for Hybrid Documents Containing Text and Hierarchical Tables0
Headerless, Quoteless, but not Hopeless? Using Pairwise Email Classification to Disentangle Email Threads0
HENRY-CORE: Domain Adaptation and Stacking for Text Similarity0
HHU at SemEval-2016 Task 1: Multiple Approaches to Measuring Semantic Textual Similarity0
HHU at SemEval-2017 Task 2: Fast Hash-Based Embeddings for Semantic Word Similarity Assessment0
Hierarchical Scoring with 3D Gaussian Splatting for Instance Image-Goal Navigation0
A text autoencoder from transformer for fast encoding language representation0
Hierarchy Neighborhood Discriminative Hashing for An Unified View of Single-Label and Multi-Label Image retrieval0
High-Accuracy Phrase Translation Acquisition Through Battle-Royale Selection0
Depeche Mood: a Lexicon for Emotion Analysis from Crowd Annotated News0
Highlights of Semantics in Multi-objective Genetic Programming0
Dense Associative Memory is Robust to Adversarial Inputs0
AZMAT: Sentence Similarity Using Associative Matrices0
Denoising Programming Knowledge Tracing with a Code Graph-based Tuning Adaptor0
A web-based tool to Analyze Semantic Similarity Networks0
HLTC-HKUST: A Neural Network Paraphrase Classifier using Translation Metrics, Semantic Roles and Lexical Similarity Features0
A Neurosymbolic Framework for Bias Correction in Convolutional Neural Networks0
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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