Parallel Constrained Decoding (Qwen2.5-1B-RLCD)

What it does

It displays the parallel method beside standard generation so their outputs and performance can be compared.

How you can use it

Start by listing the exact details you want to pull from incoming reports, such as fraud flags. Write down each item name alongside its allowed choices. A developer can then set up the project to check and fill all those fields at once instead of guessing them word by word.

This tool is designed specifically to run locally on modern Apple Mac computers. Forcing answers into your exact list ensures neat formatting, but it does not guarantee the model is factually right. A person must still review any critical decisions.