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 17511800 of 2381 papers

TitleStatusHype
IIT (BHU): System Description for LSDSem'17 Shared Task0
Bilingual Lexicon Induction by Learning to Combine Word-Level and Character-Level Representations0
Large-scale evaluation of dependency-based DSMs: Are they worth the effort?0
Improving ROUGE for Timeline Summarization0
Understanding Idiomatic Variation0
Word Vector Space Specialisation0
Complex Verbs are Different: Exploring the Visual Modality in Multi-Modal Models to Predict Compositionality0
Applying Multi-Sense Embeddings for German Verbs to Determine Semantic Relatedness and to Detect Non-Literal Language0
Semantic Similarity of Arabic Sentences with Word Embeddings0
Word Similarity Datasets for Indian Languages: Annotation and Baseline Systems0
Improving Verb Metaphor Detection by Propagating Abstractness to Words, Phrases and Individual Senses0
Literal or idiomatic? Identifying the reading of single occurrences of German multiword expressions using word embeddings0
Bundle Optimization for Multi-aspect Embedding0
Cross-modal Deep Metric Learning with Multi-task Regularization0
Neobility at SemEval-2017 Task 1: An Attention-based Sentence Similarity Model0
Story Cloze Ending Selection Baselines and Data Examination0
A Study of Metrics of Distance and Correlation Between Ranked Lists for Compositionality Detection0
A Novel Comprehensive Approach for Estimating Concept Semantic Similarity in WordNet0
A Knowledge-Based Approach to Word Sense Disambiguation by distributional selection and semantic features0
Multilingual Multi-modal Embeddings for Natural Language Processing0
Just an Update on PMING Distance for Web-based Semantic Similarity in Artificial Intelligence and Data Mining0
Dense Associative Memory is Robust to Adversarial Inputs0
If Sentences Could See: Investigating Visual Information for Semantic Textual Similarity0
Correcting ContradictionsCode0
Semantic Specialization of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints0
Learning to Compose Spatial Relations with Grounded Neural Language Models0
Deep Learning of Binary and Gradient Judgements for Semantic Paraphrase0
Web-based Semantic Similarity for Emotion Recognition in Web Objects0
Interpretable Semantic Textual Similarity: Finding and explaining differences between sentences0
Multilingual Word Embeddings using Multigraphs0
Cross-Lingual Predicate Mapping Between Linked Data Ontologies0
Task-Oriented Intrinsic Evaluation of Semantic Textual Similarity0
Book Reviews: Semantic Similarity from Natural Language and Ontology Analysis by S\'ebastien Harispe, Sylvie Ranwez, Stefan Janaqi, and Jacky Montmain0
Modifications of Machine Translation Evaluation Metrics by Using Word Embeddings0
Integrating Distributional and Lexical Information for Semantic Classification of Words using MRMF0
Sinhala Short Sentence Similarity Calculation using Corpus-Based and Knowledge-Based Similarity Measures0
Reddit Temporal N-gram Corpus and its Applications on Paraphrase and Semantic Similarity in Social Media using a Topic-based Latent Semantic Analysis0
Extending WordNet with Fine-Grained Collocational Information via Supervised Distributional Learning0
Exploring a Continuous and Flexible Representation of the Lexicon0
A Paraphrase and Semantic Similarity Detection System for User Generated Short-Text Content on Microblogs0
CogALex-V Shared Task: GHHH - Detecting Semantic Relations via Word Embeddings0
Convolution-Enhanced Bilingual Recursive Neural Network for Bilingual Semantic Modeling0
Predicting human similarity judgments with distributional models: The value of word associations.0
Filter and Match Approach to Pair-wise Web URI Linking0
'Part'ly first among equals: Semantic part-based benchmarking for state-of-the-art object recognition systems0
Instance-aware Image and Sentence Matching with Selective Multimodal LSTM0
SimDoc: Topic Sequence Alignment based Document Similarity Framework0
Interpreting the Syntactic and Social Elements of the Tweet Representations via Elementary Property Prediction TasksCode0
Event Detection and Co-reference with Minimal Supervision0
MixKMeans: Clustering Question-Answer Archives0
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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