habib-analyst/nuqta-nano
translation model by habib-analyst
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From the publisher
Model card & documentation
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A tiny character-level Transformer (3,410,234 parameters), designed and trained completely from scratch to transliterate Roman Urdu into Urdu script — trained only on the openly licensed Dakshina dataset, and evaluated on words it has provably never seen. Roman Urdu is how millions of people actually type Urdu; proper Urdu script is what publishing, education, and formal communication need. Nuqta-Nano converts the first into the second, one word at a time: Measured once on Dakshina's held-out test split (10,327 distinct roman inputs; the split's Urdu word types and lemmata are disjoint from training — verified overlap: 0), under a multi-reference protocol (a prediction is exact if it matches any attested spelling for that input; CER is against the closest attested spelling): Every number was re-derived from the shipped model.safetensors by examples/verifymetrics.py and matched exactly — run it yourself. Context for reading them: the average test word is 5 letters, so CER…
Read the full model card ↗ · Preview checked 2026-10-29T08:05:46.163Z
Inside the original model card — Document outline
- Nuqta-Nano — Roman Urdu → Urdu script transliteration
- Headline metrics — reproduced, not just claimed
- What the model actually outputs (verbatim, unedited)
- Systematic failure modes (measured over the full test set)
- Architecture & training
- Data & licensing
- Limitations (stated, not hidden)
- Verify it yourself
- Citation
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Documentation belongs to its respective authors. Reported project/model license: mit. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.
Model overview
habib-analyst/nuqta-nano is a translation model repository published by habib-analyst on Hugging Face. A library was not reported.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- translation
- Library
- Not reported
- Recent downloads (30 days)
- 0
- Cumulative likes
- 0
- Hugging Face trending score
- 0
- Reported safetensors parameters
- 3,410,234
- Architecture
- Not reported
- License
- mit
- Access
- Not gated by Hugging Face
- Created
- 2026-10-29T06:30:17.000Z
- Last modified
- 2026-10-29T06:30:26.000Z
Compatibility and lineage
Reported languages: ur
Base-model lineage was not included.
Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.
Use and evaluate
Check license terms and access requirements first. Review the model card’s documented loading instructions, evaluations and safety limitations. Benchmark scores are not imported by this directory, and popularity is not an accuracy ranking.
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Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-10-29T06:48:44.800Z. Daily imports are snapshots, not real-time monitoring.
Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.