Maya: a yes/no gate in your browser

A 435M-parameter model that reads a text and answers yes/no questions about it, fully on your device (ONNX Runtime Web, int8, about 600 MB downloaded once and then cached). Every answer is yes, no or, if you set a band, not sure. Code and results.

Not loaded.

Example Text Yes/no questions or statements, one per line

Say "no" when P(yes) ≤ 0.50

Say "yes" when P(yes) ≥ 0.50

Both at 0.50 = strict yes/no. Widen the gap to get "not sure" in between. Thresholds with a guaranteed error rate have to be fitted on labeled examples of your own inputs (see the README).

Maya v0.2 (a fine-tune of DeBERTa-v3-large) scores 87.5% on a judgment test set written before its training data, 95.3% on eight unseen domains and 87.5% on familiar ones. It still makes mistakes, so do not use it as the only safety check. Apache-2.0, unofficial experiment.