Guide · Benchmarks & research
Build your own decision model
Nish Tahir builds one from Qwen3-1.7B: constrain the output to a fixed set of options, read the probabilities in one pass, then fix the…
Open nishtahir.com ↗How builders describe it
Nish Tahir builds one from Qwen3-1.7B: constrain the output to a fixed set of options, read the probabilities in one pass, then fix the overconfidence with temperature scaling. It comes with a repository of scripts to build a dataset, evaluate, fine-tune and calibrate.
The decision Jev makes
Benchmark questions with known answers, to check accuracy and confidence.
Where it fits
Head-to-head tests, calibration studies and independent research into how well Jev decides, how fast, and at what cost. All 682 benchmarks & research projects →
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