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dbtool

@dbtool.bsky.social

Open models & data for meta-research. genderize (gender + country from a name): open weights, 98% accuracy, CPU only. Now building in public: sample size + PICO from clinical abstracts. EU-hosted API · free research keys · dbtool.it

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dbtool @dbtool.bsky.social · 29/09/2026

Genderize v2 is out: one open model for binary gender (M/F) + likely country (226 codes) from a personal name. Char-level, CPU-only. 94.08% on an independent 50,258-name bench (v1: 93.71%). Honest limit: weaker than v1 in Togo, Chad and Samoa. huggingface.co/textpie/genderize

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dbtool @dbtool.bsky.social · 13/09/2026

Build log, week 1. What's next at dbtool: one API call that turns a clinical abstract into sample size + PICO. One disk, one consumer GPU, one box. Every number ships with its test set; the public endpoint waits until it clears 80% on hand-annotated abstracts. Follow along → dbtool.it

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dbtool @dbtool.bsky.social · 12/09/2026

genderize cora + ultra are out as open weights: byte-level, CPU-only gender + country (226 ISO codes) from a name. Gender 97.9%/98.2%, country top-1 82.6%/83.7% on 25k unseen names, network alone. CC BY-NC 4.0.

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dbtool @dbtool.bsky.social · 12/09/2026

genderize cora & ultra are now open weights: a personal name → probable gender + a ranking of 226 countries, from 48 UTF-8 bytes. No tokenizer, no dictionary, CPU only. 98.2% gender accuracy on 25,000 held-out names. Weights CC BY-NC 4.0, script MIT. huggingface.co/textpie/genderize

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