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talmud-punctuator-A-quotes-question-normalized
Joshua2/talmud-punctuator-A-quotes-question-normalized
talmud-punctuator-A-quotes-question-normalized is a token classification model from Joshua2. Use it when you need labels on individual words, such as names. The card lists the license as mit.
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…
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Updated Jun 19, 2026
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At a glance
- Task
- Token Classification
- License
- mit
- Access
- Public
- Created
- Jun 19, 2026
- Updated
- Jun 19, 2026
- SHA
- d2ad4c65
Base models
Model card
From the Hugging Face model README
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.
- Task
- Token Classification
- License
- mit
- Languages
- he, arc
- Created
- Jun 19, 2026
- Updated
- Jun 19, 2026