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 651700 of 2381 papers

TitleStatusHype
Distributional Measures of Semantic Distance: A Survey0
Distributional Neural Networks for Automatic Resolution of Crossword Puzzles0
Distributional Semantic Concept Models for Entity Relation Discovery0
Distributional Semantics for Resolving Bridging Mentions0
Discovery of Shared Semantic Spaces for Multi-Scene Video Query and Summarization0
DIT: Summarisation and Semantic Expansion in Evaluating Semantic Similarity0
Ditto: A Simple and Efficient Approach to Improve Sentence Embeddings0
Divide & Conquer for Entailment-aware Multi-hop Evidence Retrieval0
DKPro Similarity: An Open Source Framework for Text Similarity0
DKPro TC: A Java-based Framework for Supervised Learning Experiments on Textual Data0
DLS@CU at SemEval-2016 Task 1: Supervised Models of Sentence Similarity0
DLS@CU-CORE: A Simple Machine Learning Model of Semantic Textual Similarity0
DLS@CU: Sentence Similarity from Word Alignment and Semantic Vector Composition0
DLS@CU: Sentence Similarity from Word Alignment0
DOCAL - Vicomtech's Participation in the WMT16 Shared Task on Bilingual Document Alignment0
DOCK: Detecting Objects by transferring Common-sense Knowledge0
Beyond [CLS] through Ranking by Generation0
Doctoral Advisor or Medical Condition: Towards Entity-specific Rankings of Knowledge Base Properties [Extended Version]0
Document Valuation in LLM Summaries: A Cluster Shapley Approach0
Does Free Word Order Hurt? Assessing the Practical Lexical Function Model for Croatian0
An Open-source Framework for Multi-level Semantic Similarity Measurement0
Discovering Stylistic Variations in Distributional Vector Space Models via Lexical Paraphrases0
Do LLMs Exhibit Human-Like Reasoning? Evaluating Theory of Mind in LLMs for Open-Ended Responses0
BIOSSES: A Semantic Sentence Similarity Estimation System for the Biomedical Domain0
Domain-Relevant Embeddings for Medical Question Similarity0
Comparative analysis of word embeddings in assessing semantic similarity of complex sentences0
Don't Blame Distributional Semantics if it can't do Entailment0
BIT at SemEval-2017 Task 1: Using Semantic Information Space to Evaluate Semantic Textual Similarity0
Discovering Knowledge Deficiencies of Language Models on Massive Knowledge Base0
Beyond BLEU:Training Neural Machine Translation with Semantic Similarity0
Discourse Relation Sense Classification Using Cross-argument Semantic Similarity Based on Word Embeddings0
BiVRec: Bidirectional View-based Multimodal Sequential Recommendation0
Discourse Complements Lexical Semantics for Non-factoid Answer Reranking0
A Framework for Web Services Retrieval Using Bio Inspired Clustering0
Embeddings models for Buddhist Sanskrit0
Embedding Transfer via Smooth Contrastive Loss0
DTAFA: Decoupled Training Architecture for Efficient FAQ Retrieval0
DTSim at SemEval-2016 Task 1: Semantic Similarity Model Including Multi-Level Alignment and Vector-Based Compositional Semantics0
DTSim at SemEval-2016 Task 2: Interpreting Similarity of Texts Based on Automated Chunking, Chunk Alignment and Semantic Relation Prediction0
DT\_Team at SemEval-2017 Task 1: Semantic Similarity Using Alignments, Sentence-Level Embeddings and Gaussian Mixture Model Output0
Disambiguation of Basic Action Types through Nouns' Telic Qualia0
Dual-Stream Knowledge-Preserving Hashing for Unsupervised Video Retrieval0
Dual Tensor Model for Detecting Asymmetric Lexico-Semantic Relations0
Duluth : Measuring Cross-Level Semantic Similarity with First and Second Order Dictionary Overlaps0
Beyond Background-Aware Correlation Filters: Adaptive Context Modeling by Hand-Crafted and Deep RGB Features for Visual Tracking0
DirRelCond3: Detecting Textual Entailment Across Languages With Conditions On Directional Text Relatedness Scores0
Dynamic Few-Shot Learning for Knowledge Graph Question Answering0
Direct Network Transfer: Transfer Learning of Sentence Embeddings for Semantic Similarity0
EASE: Entity-Aware Contrastive Learning of Sentence Embedding0
A Comparative Study of Recent Large Language Models on Generating Hospital Discharge Summaries for Lung Cancer Patients0
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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