The success of MERT, PRO and MR indicates that their shared search approximation is actually quite reasonable.
we propose Batch MIRA, which sits exactly where MERT sits in the standard tuning architecture, greatly simplifying parallelization: where BatchMIRA() trains the SMT-adapted MIRA algorithm to completion on the current approxima-tionẼ, without parallelization.