Decision model directory

Laya-Multilingual-MXFP4

laya fine-tuned to return typed decisions, 307M parameters.

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What this is

Laya-Multilingual-MXFP4 is a typed-decision model: given a document and a closed set of options, it returns one of those options with a probability across the whole set rather than free text.

How to run it

MLX on Apple Silicon

MLX uses the unified memory on M-series chips, which is the fastest local option on a Mac. Full MLX on Apple Silicon guide.

mlx_lm.generate --model sahilchachra/Laya-Multilingual-MXFP4

A public number is a shortlist, not a decision

The only benchmark that settles which model you ship is one built from your own historical decisions. We freeze that test set, run the candidates against it, and hand back the threshold your error budget supports.