SOTAVerified

Binary Classification

Papers

Showing 311–320 of 2574 papers

TitleStatusHype
A Baseline for Self-state Identification and Classification in Mental Health Data: CLPsych 2025 Task—0
An anatomically-informed 3D CNN for brain aneurysm classification with weak labels—0
An Analysis of Loss Functions for Binary Classification and Regression—0
Adaptive Stochastic Dual Coordinate Ascent for Conditional Random Fields—0
An Analysis of Active Learning With Uniform Feature Noise—0
Analytic Study of Double Descent in Binary Classification: The Impact of Loss—0
1024m at SMM4H 2024: Tasks 3, 5 & 6 -- Ensembles of Transformers and Large Language Models for Medical Text Classification—0
Analysis of the Effect of Unexpected Outliers in the Classification of Spectroscopy Data—0
Analysis of human visual field information using machine learning methods and assessment of their accuracy—0
Adaptive Gradient Methods Converge Faster with Over-Parameterization (and you can do a line-search)—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