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Medical Multi-choice Question Answering on MMedBench (test)

0.1494Token Perplexity (log)OFA-KD
0.148820.1527350.156650.160565Feb 15, 2026

Evaluation results

MethodLinks
OFA-KDNumber of participating edge devices (N)=1282026.020.1494
DEEPFUSIONNumber of participating edge devices (N)=1282026.020.1494
OFA-KDNumber of participating edge devices (N)=642026.020.151
FedKMTNumber of participating edge devices (N)=642026.020.1526
OFA-KDNumber of participating edge devices (N)=322026.020.1535
FedKMTNumber of participating edge devices (N)=1282026.020.1546
DEEPFUSIONNumber of participating edge devices (N)=642026.020.1551
FedJETSNumber of participating edge devices (N)=642026.020.1557
DEEPFUSIONNumber of participating edge devices (N)=322026.020.1569
FedJETSNumber of participating edge devices (N)=1282026.020.1571
OFA-KDNumber of participating edge devices (N)=162026.020.1573
FedKMTNumber of participating edge devices (N)=322026.020.1574
FedJETSNumber of participating edge devices (N)=322026.020.1588
DEEPFUSIONNumber of participating edge devices (N)=162026.020.1603
FedKMTNumber of participating edge devices (N)=162026.020.1609
FedJETSNumber of participating edge devices (N)=162026.020.1639