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 23012350 of 2381 papers

TitleStatusHype
Bringing Semantics into Focus Using Visual Abstraction0
Combinaison d'information visuelle, conceptuelle, et contextuelle pour la construction automatique de hierarchies semantiques adaptees a l'annotation d'images0
Semantic Similarity Computation for Abstract and Concrete Nouns Using Network-based Distributional Semantic Models0
Evaluating Topic Coherence Using Distributional Semantics0
Sentence paraphrase detection: When determiners and word order make the difference0
Clustering and Diversifying Web Search Results with Graph-Based Word Sense Induction0
Grounding Action Descriptions in Videos0
Semantic Judgement of Medical Concepts: Combining Syntagmatic and Paradigmatic Information with the Tensor Encoding Model0
Automatic Extraction of Turkish Hypernym-Hyponym Pairs From Large Corpus0
Phrase-Based Evaluation for Machine Translation0
On the Effectiveness of using Sentence Compression Models for Query-Focused Multi-Document Summarization0
Walk-based Computation of Contextual Word Similarity0
A New Semantic Lexicon and Similarity Measure in Bangla0
Multimodal Learning with Deep Boltzmann Machines0
Hamming Distance Metric Learning0
Recognizing Arguing Subjectivity and Argument Tags0
Graph Based Similarity Measures for Synonym Extraction from Parsed Text0
Using Discourse Information for Paraphrase Extraction0
A Comparison of Vector-based Representations for Semantic Composition0
Generalizing Sub-sentential Paraphrase Acquisition across Original Signal Type of Text Pairs0
UNIBA: Distributional Semantics for Textual Similarity0
UNITOR: Combining Semantic Text Similarity functions through SV Regression0
Saarland: Vector-based models of semantic textual similarity0
UNED: Improving Text Similarity Measures without Human Assessments0
UMCC\_DLSI: Multidimensional Lexical-Semantic Textual Similarity0
SAGAN: An approach to Semantic Textual Similarity based on Textual Entailment0
BUAP: Lexical and Semantic Similarity for Cross-lingual Textual Entailment0
Sbdlrhmn: A Rule-based Human Interpretation System for Semantic Textual Similarity Task0
IRIT: Textual Similarity Combining Conceptual Similarity with an N-Gram Comparison Method0
UKP: Computing Semantic Textual Similarity by Combining Multiple Content Similarity Measures0
LIMSI: Learning Semantic Similarity by Selecting Random Word Subsets0
DirRelCond3: Detecting Textual Entailment Across Languages With Conditions On Directional Text Relatedness Scores0
SemEval-2012 Task 6: A Pilot on Semantic Textual Similarity0
Weiwei: A Simple Unsupervised Latent Semantics based Approach for Sentence Similarity0
UAlacant: Using Online Machine Translation for Cross-Lingual Textual Entailment0
PolyUCOMP: Combining Semantic Vectors with Skip bigrams for Semantic Textual Similarity0
ETS: Discriminative Edit Models for Paraphrase Scoring0
ATA-Sem: Chunk-based Determination of Semantic Text Similarity0
Penn: Using Word Similarities to better Estimate Sentence Similarity0
DERI\&UPM: Pushing Corpus Based Relatedness to Similarity: Shared Task System Description0
UOW: Semantically Informed Text Similarity0
JU\_CSE\_NLP: Multi-grade Classification of Semantic Similarity between Text Pairs0
janardhan: Semantic Textual Similarity using Universal Networking Language graph matching0
DeepPurple: Estimating Sentence Semantic Similarity using N-gram Regression Models and Web Snippets0
MIXCD: System Description for Evaluating Chinese Word Similarity at SemEval-20120
sranjans : Semantic Textual Similarity using Maximal Weighted Bipartite Graph Matching0
FCC: Three Approaches for Semantic Textual Similarity0
SRIUBC: Simple Similarity Features for Semantic Textual Similarity0
Stanford: Probabilistic Edit Distance Metrics for STS0
FBK: Machine Translation Evaluation and Word Similarity metrics for Semantic Textual Similarity0
Show:102550
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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