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 normalized to the question-mark class.

Best held-out epoch: 1
Punctuation accuracy: 0.9593
Opening-quote F1: 0.9218
Closing-quote F1: 0.9051
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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Model tree for Joshua2/talmud-punctuator-A-quotes-question-normalized

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dicta-il/BEREL_3.0

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