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Binary Classification

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TitleStatusHype
A Study imbalance handling by various data sampling methods in binary classification—0
Consistent Binary Classification with Generalized Performance Metrics—0
Consistent optimization of AMS by logistic loss minimization—0
A Hybrid Approach for Binary Classification of Imbalanced Data—0
CTRQNets & LQNets: Continuous Time Recurrent and Liquid Quantum Neural Networks—0
Comparative judgments are more consistent than binary classification for labelling word complexity—0
Constrained Multi-Layer Contrastive Learning for Implicit Discourse Relationship Recognition—0
A slice classification neural network for automated classification of axial PET/CT slices from a multi-centric lymphoma dataset—0
Constructing a Corpus of Japanese Predicate Phrases for Synonym/Antonym Relations—0
A Hierarchical Approach to Neural Context-Aware Modeling—0
Content Rating Classification for Fan Fiction—0
Context-aware stacked convolutional neural networks for classification of breast carcinomas in whole-slide histopathology images—0
ConTFV: A Contrastive Learning Framework for Table-based Fact Verification—0
Comparative Analysis of Resource-Efficient CNN Architectures for Brain Tumor Classification—0
Comparative Analysis of Image, Video, and Audio Classifiers for Automated News Video Segmentation—0
Data classification by quantum radial basis function networks—0
Contrasting Deep Learning Models for Direct Respiratory Insufficiency Detection Versus Blood Oxygen Saturation Estimation—0
Active learning for binary classification with variable selection—0
Curating corpora with classifiers: A case study of clean energy sentiment online—0
Convergence of Uncertainty Sampling for Active Learning—0
Convergence Properties of Deep Neural Networks on Separable Data—0
Convergence Rates for Empirical Estimation of Binary Classification Bounds—0
Convergence Rates of Active Learning for Maximum Likelihood Estimation—0
Convergence rates of sub-sampled Newton methods—0
Cyber Knowledge Completion Using Large Language Models—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Trompt + OpenAI embeddingAUROC0.98—Unverified
2LightGBM + OpenAI embeddingAUROC0.97—Unverified
3FTTransformer + RoBERTa fintuneAUROC0.96—Unverified
4LightGBM + RoBERTa embeddingAUROC0.95—Unverified
5FTTransformer + RoBERTa embeddingAUROC0.94—Unverified
6ResNet + RoBERTa embeddingAUROC0.93—Unverified
7ResNet + OpenAI embeddingAUROC0.92—Unverified
8FTTransformer + OpenAI embeddingAUROC0.91—Unverified
#ModelMetricClaimedVerifiedStatus
1Trompt + OpenAI embeddingAUROC0.81—Unverified
2Multimodal-Net All-TextAUROC0.8—Unverified
3ResNet + RoBERTa finetuneAUROC0.79—Unverified
4LightGBM + RoBERTa embeddingAUROC0.77—Unverified
#ModelMetricClaimedVerifiedStatus
1Attention based CNNF1 score0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1XGBoostF1-Score98.79—Unverified