Talmud Punctuator Model A-Q
BEREL 3.0 fine-tuned exclusively on Al HaTorah Berakhot. It predicts ordinary
punctuation plus opening and closing quotation boundaries with separate heads.
The ASCII sequences ?! and !? are one merged semantic interrobang class,
rendered canonically as ?!.
- Best held-out epoch: 6
- Punctuation accuracy: 0.9558
- Opening-quote F1: 0.9169
- Closing-quote F1: 0.9040
- Interrobang F1: 0.2667
- Training source: Al HaTorah only
This is an experimental held-out model. Straight source quotes were interpreted
at token edges after expanding Al HaTorah abbreviation markup; output quotes are
directional curly quotes. The current supervision includes all source quotation
spans, not only spans independently verified as biblical quotations.
