Gene Mutation Prediction on CPTAC benchmark leaderboard · SOTA2 Research

Gene Mutation Prediction on CPTAC

0.6575BRCA PIK3CA AUCPathFLIP

Evaluation Results

Method	Links
PathFLIP2025.12		0.6575	0.6339	0.6796	0.672	0.6585	0.6713	0.6452	0.6867	0.6646	0.6209	0.6423	0.7287	0.6634
CPath-Omni2025.12		0.6423	0.6301	0.6355	0.643	0.6623	0.6671	0.652	0.6418	0.6502	0.6389	0.6309	0.6151	0.6424
Quilt-LLaVA2025.12		0.6122	0.6107	0.5981	0.5945	0.6077	0.6018	0.5962	0.6079	0.5896	0.6143	0.6002	0.6019	0.6029
PathAlign2025.12		0.5875	0.6073	0.6865	0.6096	0.6276	0.6534	0.6693	0.6143	0.5871	0.7208	0.6301	0.6427	0.6364
PathFLIP2025.12		0.5863	0.545	0.566	0.5467	0.5643	0.5486	0.5357	0.5698	0.5691	0.5721	0.5927	0.5279	0.5604
PathGen-LLava2025.12		0.586	0.6484	0.6252	0.6351	0.6427	0.638	0.5482	0.6332	0.6247	0.6466	0.5699	0.6334	0.6193
LLaVA-Med2025.12		0.5755	0.577	0.5598	0.569	0.5802	0.5748	0.5657	0.5711	0.5563	0.5875	0.5678	0.5694	0.5712
Prov-GigaPath2025.12		0.5633	0.6235	0.5544	0.5615	0.6184	0.6249	0.6403	0.6282	0.5092	0.7072	0.5943	0.6252	0.6042
MedDr2025.12		0.5433	0.5947	0.5245	0.5371	0.5924	0.6075	0.6096	0.6349	0.5817	0.7131	0.624	0.5927	0.5963
PathFLIP2025.12		0.5367	0.5921	0.5541	0.5025	0.5132	0.5226	0.5585	0.5229	0.5595	0.5898	0.577	0.5036	0.5444
CONCH2025.12		0.5349	0.638	0.5638	0.5104	0.6384	0.5893	0.6647	0.4935	0.5862	0.5608	0.6101	0.568	0.5798
MI-Zero2025.12		0.5321	0.5542	0.5468	0.5022	0.5438	0.537	0.547	0.5847	0.4979	0.6171	0.591	0.5252	0.5483
PathGen2025.12		0.5184	0.4904	0.475	0.4949	0.5807	0.5695	0.5708	0.4825	0.5197	0.4731	0.5099	0.4898	0.5146
PathFLIP2025.12		0.5152	0.6043	0.5432	0.5492	0.5651	0.5443	0.5034	0.5641	0.5034	0.5736	0.5066	0.5976	0.5475
PLIP2025.12		0.4637	0.5818	0.4454	0.4809	0.5455	0.5078	0.5384	0.6427	0.5252	0.7298	0.582	0.5676	0.5509