Private

Benchmarks

Task Name	Dataset Name	SOTA Result
Central Serous Retinopathy Classification	Private CSR Few-shot (Full set)	AUROC84.38	16
Prostate Segmentation	Private (test)	DSC0.8923	14
Click-Through Rate Prediction	Private (test)	AUC84.25	11
Bid Shading	Private	SR41.74	10
Prostate Cancer Grading	Private	AUC0.781	9
PI-RADS scoring	Private (test)	Accuracy38.6	8
Abnormality Classification	Private n=1,215 studies (test)	F1 Score49.4	7
Report Generation	Private (test)	BLEU-179.5	7
Reasoning quality evaluation	Private (test)	Answer Agreement4.98	6
next message prediction	Private (test)	Accuracy9.62	6
Question Answering	Private w/o Spam	ROUGE5.59	6
Question Answering	Private	ROUGE Score4.65	6
Email Categorization	Private w/o Spam	Accuracy0.51	6
Email Categorization	Private	Accuracy0.18	6
Cognitive Workload Recognition	Private	Accuracy97.7	5
Email Drafting	Private w/o Spam	ROUGE Score14.33	4
Email Drafting	Private	ROUGE12.15	4
CHD classification	Private	Accuracy92	2
Visual Question Answering	Private	Search Time (ms)2,290.6	2
Video Super-Resolution	Private-5M	Trainable Parameters100	1
Brain Tumor Segmentation	Private	Dice Coefficient82.41	1
Spoken Language Identification	Private	Accuracy88.8	1

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