sqwish-d1 is getting ready

A model for classification, scoring and estimation. Ask multiple questions about one context, with probabilities trained to reflect how often the answers are right.

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About sqwish-d1

The model

Multiple questions, one shared context. sqwish-d1 returns probabilities for yes/no questions, distributions over choices, and scores against ordered criteria. Training rewards both accuracy and calibration.

Training data

Dataset details appear with the live feed.

3 independent seeds, 2 passes through the data, with a fresh shuffle each time.

Evaluation

Held-out questions measure accuracy, probability quality and calibration against Live Jev and the untrained model. JevBench is excluded from training and model selection.