Talmud Punctuator Model D-Q

BEREL 3.0 fine-tuned on the current Sefaria William Davidson Edition. It predicts punctuation plus opening and closing quotation boundaries. Hebrew gershayim at word-token edges supply quotation supervision; internal gershayim remain part of abbreviations.

Best epoch: 8
Berakhot validation punctuation accuracy: 0.9297
Berakhot opening/closing quote F1: 0.9076 / 0.8978
Shabbat test punctuation accuracy: 0.9320
Shabbat opening/closing quote F1: 0.8299 / 0.8299

Quotation supervision includes all Sefaria-marked quotations, not only Biblical quotations. Berakhot and Shabbat were excluded from training.

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