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When I tried the medium model here it seemed to make more mistakes than the GPU version. Any idea why that would be?

I have only implemented the Greedy decoder which is worse compared to the BeamSearch decoder in most cases.

Yes this does make a difference to the results. I'm loving the speed of your C++ version but it'd be fab to have the BeamSearch decoder if we can?