SOTAVerified

Binary Classification

Papers

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TitleStatusHype
A Consequentialist Critique of Binary Classification Evaluation Practices0
Active Learning for Multi-class Image Classification0
HMD-AMP: Protein Language-Powered Hierarchical Multi-label Deep Forest for Annotating Antimicrobial Peptides0
Assessing Consistency and Reproducibility in the Outputs of Large Language Models: Evidence Across Diverse Finance and Accounting Tasks0
Find Central Dogma Again: Leveraging Multilingual Transfer in Large Language Models0
How can we generalise learning distributed representations of graphs?0
How Does Knowledge of the AUC Constrain the Set of Possible Ground-truth Labelings?0
How does promoting the minority fraction affect generalization? A theoretical study of the one-hidden-layer neural network on group imbalance0
CIFAKE: Image Classification and Explainable Identification of AI-Generated Synthetic Images0
Financial Document Causality Detection Shared Task (FinCausal 2020)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