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.

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