MERGE3 uses IRT-based estimators on a small evaluation subset to make evolutionary model merging 50x cheaper on a single consumer GPU while retaining competitive accuracy.
In each experiment, the pop- ulation size was fixed to 25 and the number of iterations to 7
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MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs
MERGE3 uses IRT-based estimators on a small evaluation subset to make evolutionary model merging 50x cheaper on a single consumer GPU while retaining competitive accuracy.