SOTAVerified

Binary Classification

Papers

Showing 311320 of 2574 papers

TitleStatusHype
A Baseline for Self-state Identification and Classification in Mental Health Data: CLPsych 2025 Task0
An anatomically-informed 3D CNN for brain aneurysm classification with weak labels0
An Analysis of Loss Functions for Binary Classification and Regression0
Adaptive Stochastic Dual Coordinate Ascent for Conditional Random Fields0
An Analysis of Active Learning With Uniform Feature Noise0
Analytic Study of Double Descent in Binary Classification: The Impact of Loss0
1024m at SMM4H 2024: Tasks 3, 5 & 6 -- Ensembles of Transformers and Large Language Models for Medical Text Classification0
Analysis of the Effect of Unexpected Outliers in the Classification of Spectroscopy Data0
Analysis of human visual field information using machine learning methods and assessment of their accuracy0
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 embeddingAUROC0.98Unverified
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