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ResearchFormerly WizWand

Gene regulation direction prediction on PerturbQA RPE1

0.73AUROCSYNTHPERT
0.48040.54520.610.6748Sep 29, 2025Oct 20, 2025Nov 11, 2025Dec 3, 2025Dec 25, 2025Jan 16, 2026Feb 7, 2026
Updated 6mo ago

Evaluation results

MethodLinks
SYNTHPERT2025.090.73
SUMMER2026.020.64
SUMMER2025.090.64
GAT2026.020.6
GEARS2026.020.6
PBIO-AGENTModel size=8B2026.020.6
GAT2025.090.6
GEARS2025.090.6
GenePTvariant=GENE2026.020.57
GenePTvariant=PROT2026.020.57
GENEPT-GENE2025.090.57
GENEPT-PROT2025.090.57
LLM + SFT ON DATA2025.090.55
SCGPT2026.020.53
SCGPT2025.090.53
LLMRetrieval=false2026.020.52
RetrievalLLM=false2026.020.5
LLMCoT=false2026.020.49