E.EXITRECEIPT
OPEN RESEARCH DEMO / GLiNER2.5-DECIDE
01 / THE QUESTIONOPEN-WEIGHT DECISION LAB

Did the agent
actually finish?

A draft is not a send. A tool call is not proof of a result. Compare GLiNER2.5-Decide before and after local fine-tuning on the gap between attempted and done.

BASE VS TUNEDSANDBOX-SCORED CASESINSPECT EVERY ERROR
02 / THE EVIDENCE

The held-out result

LOADING REPORT

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03 / THE CASES

Inspect every decision

— CASES

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04 / REPRODUCE IT

One model.
A measurable definition of done.

The GLiNER2.5-Decide checkpoint runs locally. A rank-8 LoRA adapter trains on versioned examples; the best checkpoint is selected on development loss and compared with the base on task-template-held-out cases.

uv run --extra model exitreceipt train --data data/v2-cases.psv --evidence data/v2-evidence.psv --run-dir runs/v2 --device mps --epochs 3 --lora-dropout 0.1

Model revision, data hash, software versions, settings, and every prediction are recorded. See the v2 experiment contract for the exact method and limits.