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2026-11-05 issue

Observed arrival · 2026-11-05

Marani’s open ledger for Georgian speech

gamarjoba.dev Visit website
Editorial interest 86/100 Selection signal · not a rating of the site

Marani documents the collection and processing of Georgian speech data, alongside evaluation results for recognition models.

Landing page captured for the 2026-11-05 issue.
For
Georgian speech researchers and speech-model builders
Worth noticing
The source table separates audio cleared for public release from material marked “no” or “not cleared.”

Field notes

The pipeline separates collection, cleaning, transcription, dataset construction, and model evaluation, with progress counts attached to each stage. Its benchmark notes specify a 5.5-hour Parliament test held out from training and a separate FLEURS test; the page also reports compute costs and job activity. Human transcript review is marked as not started, so the displayed model results are not presented as a fully human-reviewed dataset.

Observed signals

Read the marks

Editorial observations of this landing page, not a rating.

○OpenPublic substance visible
✦PrettyNotable craft visible
●ProPolished or operationally mature
◎NicheUnusually specific use

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gamarjoba.dev

Landing page observed 2026-11-05. The live site may have changed.