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
PolyUCOMP-CORE\_TYPED: Computing Semantic Textual Similarity using Overlapped Senses0
HsH: Estimating Semantic Similarity of Words and Short Phrases with Frequency Normalized Distance Measures0
Combinaison d'information visuelle, conceptuelle, et contextuelle pour la construction automatique de hierarchies semantiques adaptees a l'annotation d'images0
Sentence paraphrase detection: When determiners and word order make the difference0
Semantic Similarity Computation for Abstract and Concrete Nouns Using Network-based Distributional Semantic Models0
Evaluating Topic Coherence Using Distributional Semantics0
Clustering and Diversifying Web Search Results with Graph-Based Word Sense Induction0
Grounding Action Descriptions in Videos0
Walk-based Computation of Contextual Word Similarity0
A New Semantic Lexicon and Similarity Measure in Bangla0
Automatic Extraction of Turkish Hypernym-Hyponym Pairs From Large Corpus0
On the Effectiveness of using Sentence Compression Models for Query-Focused Multi-Document Summarization0
Semantic Judgement of Medical Concepts: Combining Syntagmatic and Paradigmatic Information with the Tensor Encoding Model0
Phrase-Based Evaluation for Machine Translation0
Multimodal Learning with Deep Boltzmann Machines0
Hamming Distance Metric Learning0
Online Plagiarized Detection Through Exploiting Lexical, Syntax, and Semantic Information0
Sbdlrhmn: A Rule-based Human Interpretation System for Semantic Textual Similarity Task0
BUAP: Lexical and Semantic Similarity for Cross-lingual Textual Entailment0
Graph Based Similarity Measures for Synonym Extraction from Parsed Text0
The Effects of Semantic Annotations on Precision Parse Ranking0
IRIT: Textual Similarity Combining Conceptual Similarity with an N-Gram Comparison Method0
SemEval-2012 Task 6: A Pilot on Semantic Textual Similarity0
Multilingual WSD with Just a Few Lines of Code: the BabelNet API0
SAGAN: An approach to Semantic Textual Similarity based on Textual Entailment0
Saarland: Vector-based models of semantic textual similarity0
UNITOR: Combining Semantic Text Similarity functions through SV Regression0
A Comparison of Vector-based Representations for Semantic Composition0
UKP: Computing Semantic Textual Similarity by Combining Multiple Content Similarity Measures0
FCC: Three Approaches for Semantic Textual Similarity0
Penn: Using Word Similarities to better Estimate Sentence Similarity0
UAlacant: Using Online Machine Translation for Cross-Lingual Textual Entailment0
TakeLab: Systems for Measuring Semantic Text Similarity0
FBK: Machine Translation Evaluation and Word Similarity metrics for Semantic Textual Similarity0
PolyUCOMP: Combining Semantic Vectors with Skip bigrams for Semantic Textual Similarity0
Recognizing Arguing Subjectivity and Argument Tags0
LIMSI: Learning Semantic Similarity by Selecting Random Word Subsets0
ATA-Sem: Chunk-based Determination of Semantic Text Similarity0
sranjans : Semantic Textual Similarity using Maximal Weighted Bipartite Graph Matching0
Tiantianzhu7:System Description of Semantic Textual Similarity (STS) in the SemEval-2012 (Task 6)0
Learning Semantics and Selectional Preference of Adjective-Noun Pairs0
Generalizing Sub-sentential Paraphrase Acquisition across Original Signal Type of Text Pairs0
SRIUBC: Simple Similarity Features for Semantic Textual Similarity0
Stanford: Probabilistic Edit Distance Metrics for STS0
Identifying hypernyms in distributional semantic spaces0
Using Discourse Information for Paraphrase Extraction0
UOW: Semantically Informed Text Similarity0
UNT: A Supervised Synergistic Approach to Semantic Text Similarity0
DirRelCond3: Detecting Textual Entailment Across Languages With Conditions On Directional Text Relatedness Scores0
Modeling Sentences in the Latent Space0
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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