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talmud-punctuator-A-quotes
Joshua2/talmud-punctuator-A-quotes
talmud-punctuator-A-quotes 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 one merged semantic interr…
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Updated Jun 18, 2026
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At a glance
- Task
- Token Classification
- License
- mit
- Access
- Public
- Created
- Jun 18, 2026
- Updated
- Jun 18, 2026
- SHA
- a1de03bd
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 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.
- Task
- Token Classification
- License
- mit
- Languages
- he, arc
- Created
- Jun 18, 2026
- Updated
- Jun 18, 2026