SOTAVerified

Semantic Similarity

The main objective Semantic Similarity is to measure the distance between the semantic meanings of a pair of words, phrases, sentences, or documents. For example, the word “car” is more similar to “bus” than it is to “cat”. The two main approaches to measuring Semantic Similarity are knowledge-based approaches and corpus-based, distributional methods.

Source: Visual and Semantic Knowledge Transfer for Large Scale Semi-supervised Object Detection

Papers

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Showing 501–550 of 1564 papers

TitleStatusHype
Automatic Design of Semantic Similarity Ensembles Using Grammatical EvolutionCode0
Transfer learning for semantic similarity measures based on symbolic regressionCode0
A Massive Scale Semantic Similarity Dataset of Historical English—0
DialoGPS: Dialogue Path Sampling in Continuous Semantic Space for Data Augmentation in Multi-Turn Conversations—0
Large Language Models as Annotators: Enhancing Generalization of NLP Models at Minimal Cost—0
Full Automation of Goal-driven LLM Dialog Threads with And-Or Recursors and Refiner OraclesCode1
SeFNet: Bridging Tabular Datasets with Semantic Feature NetsCode0
A Relaxed Optimization Approach for Adversarial Attacks against Neural Machine Translation Models—0
Unbalanced Optimal Transport for Unbalanced Word AlignmentCode1
Supervised Knowledge May Hurt Novel Class Discovery PerformanceCode0
Augmenting Reddit Posts to Determine Wellness Dimensions impacting Mental HealthCode0
LyricSIM: A novel Dataset and Benchmark for Similarity Detection in Spanish Song LyricSCode0
Vocabulary-free Image ClassificationCode1
Estimating Semantic Similarity between In-Domain and Out-of-Domain SamplesCode0
Exploring Anisotropy and Outliers in Multilingual Language Models for Cross-Lingual Semantic Sentence SimilarityCode0
RealignDiff: Boosting Text-to-Image Diffusion Model with Coarse-to-fine Semantic Re-alignment—0
Real-World Image Variation by Aligning Diffusion Inversion ChainCode1
Datasets for Portuguese Legal Semantic Textual Similarity: Comparing weak supervision and an annotation process approachesCode0
Modeling Adversarial Attack on Pre-trained Language Models as Sequential Decision MakingCode0
Evaluating Open-Domain Dialogues in Latent Space with Next Sentence Prediction and Mutual InformationCode0
RAMP: Retrieval and Attribute-Marking Enhanced Prompting for Attribute-Controlled Translation—0
ParaAMR: A Large-Scale Syntactically Diverse Paraphrase Dataset by AMR Back-TranslationCode0
AlignScore: Evaluating Factual Consistency with a Unified Alignment FunctionCode4
Bridging Continuous and Discrete Spaces: Interpretable Sentence Representation Learning via Compositional OperationsCode0
SAMScore: A Content Structural Similarity Metric for Image Translation EvaluationCode1
C-STS: Conditional Semantic Textual SimilarityCode1
FOCUS: Effective Embedding Initialization for Monolingual Specialization of Multilingual ModelsCode1
Modeling Empathic Similarity in Personal Narratives—0
SneakyPrompt: Jailbreaking Text-to-image Generative ModelsCode1
Interpretable Word Sense Representations via Definition Generation: The Case of Semantic Change AnalysisCode0
Cue-CoT: Chain-of-thought Prompting for Responding to In-depth Dialogue Questions with LLMsCode1
Balancing Lexical and Semantic Quality in Abstractive SummarizationCode1
Semantic Similarity Measure of Natural Language Text through Machine Learning and a Keyword-Aware Cross-Encoder-Ranking Summarizer -- A Case Study Using UCGIS GIS&T Body of Knowledge—0
Similarity-weighted Construction of Contextualized Commonsense Knowledge Graphs for Knowledge-intense Argumentation TasksCode1
PESTS: Persian_English Cross Lingual Corpus for Semantic Textual Similarity—0
Instance Smoothed Contrastive Learning for Unsupervised Sentence EmbeddingCode0
SMATCH++: Standardized and Extended Evaluation of Semantic GraphsCode1
Benchmarking large language models for biomedical natural language processing applications and recommendationsCode1
REINFOREST: Reinforcing Semantic Code Similarity for Cross-Lingual Code Search ModelsCode0
Context-Aware Semantic Similarity Measurement for Unsupervised Word Sense DisambiguationCode1
Unsupervised Dialogue Topic Segmentation with Topic-aware Utterance Representation—0
Neural Keyphrase Generation: Analysis and Evaluation—0
Deep Lifelong Cross-modal Hashing—0
Low-resource Bilingual Dialect Lexicon Induction with Large Language ModelsCode0
Bridging Natural Language Processing and Psycholinguistics: computationally grounded semantic similarity datasets for Basque and Spanish—0
Learning Geometry-aware Representations by Sketching—0
PCPNet: An Efficient and Semantic-Enhanced Transformer Network for Point Cloud PredictionCode1
A Clustering Framework for Unsupervised and Semi-supervised New Intent Discovery—0
Semantic Feature Verification in FLAN-T5—0
Efficient Audio Captioning Transformer with Patchout and Text Guidance—0
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All datasetsAnnotated corpus for semantic similarity of clinical trial outcomes (expanded corpus)Annotated corpus for semantic similarity of clinical trial outcomes (original corpus)SICKBIOSSESCHIP-STSClinicalSTSMedSTS

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BioBERT (pre-trained on PubMed abstracts + PMC, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")F193.38—Unverified
2SciBERT uncased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")F191.51—Unverified
3SciBERT cased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")F190.69—Unverified
4BERT-Base uncased (fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")F189.16—Unverified
5BERT-Base cased (fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, expanded corpus")F189.12—Unverified
#ModelMetricClaimedVerifiedStatus
1BioBERT (pre-trained on PubMed abstracts + PMC, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")F189.75—Unverified
2SciBERT cased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")F189.3—Unverified
3SciBERT uncased (SciVocab, fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")F189.3—Unverified
4BERT-Base uncased (fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")F186.8—Unverified
5BERT-Base cased (fine-tuned on "Annotated corpus for semantic similarity of clinical trial outcomes, original corpus")F184.21—Unverified
#ModelMetricClaimedVerifiedStatus
1Doc2VecCMSE0.31—Unverified
2LSTM (Tai et al., 2015)MSE0.28—Unverified
3Bidirectional LSTM (Tai et al., 2015)MSE0.27—Unverified
4combine-skip (Kiros et al., 2015)MSE0.27—Unverified
5Dependency Tree-LSTM (Tai et al., 2015)MSE0.25—Unverified
#ModelMetricClaimedVerifiedStatus
1BioLinkBERT (large)Pearson Correlation0.94—Unverified
2BioLinkBERT (base)Pearson Correlation0.93—Unverified
3NCBI_BERT(base) (P+M)Pearson Correlation0.92—Unverified
#ModelMetricClaimedVerifiedStatus
1MacBERT-largeMacro F185.6—Unverified
#ModelMetricClaimedVerifiedStatus
1CharacterBERT (base, medical, ensemble)Pearson Correlation85.62—Unverified
#ModelMetricClaimedVerifiedStatus
1NCBI_BERT(base) (P+M)Pearson Correlation0.85—Unverified