SOTAVerified

Binary Classification

Papers

Showing 981990 of 2574 papers

TitleStatusHype
Binary Classification with Instance and Label Dependent Label Noise0
Matched Pair Calibration for Ranking Fairness0
Towards Understanding Clean Generalization and Robust Overfitting in Adversarial Training0
Streaming algorithms for evaluating noisy judges on unlabeled data -- binary classification0
Theoretical Behavior of XAI Methods in the Presence of Suppressor Variables0
Boosting the Performance of Transformer Architectures for Semantic Textual Similarity0
Identifying Visible Tissue in Intraoperative Ultrasound Images during Brain Surgery: A Method and Application0
The Risks of Recourse in Binary ClassificationCode0
Representer Point Selection for Explaining Regularized High-dimensional Models0
Hypothesis Transfer Learning with Surrogate Classification Losses: Generalization Bounds through Algorithmic Stability0
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Benchmark Results

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