# mahwizzzz/avey-b-ur

Model from Hugging Face for fill mask: mahwizzzz/avey-b-ur · transformers

## Facts

- Type: LLM
- Task: fill-mask
- Framework: transformers
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://huggingface.co/mahwizzzz/avey-b-ur/blob/main/LICENSE)
- Source: https://huggingface.co/mahwizzzz/avey-b-ur
- Hosting: hosted (5 files)
- Files: 5 hosted of 14 listed
- File counts: "listed" is every file in the source repository; only hosted files download from Hugging Bay, and the download plan lists the files it selects for one download, so its count can differ.
- Hosted here: 5 files, 100.3 MB
- Full repo upstream: 100.5 MB
- Recommended file: 99.5 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-mahwizzzz-avey-b-ur/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-mahwizzzz-avey-b-ur/download-plan)
- Per-file SHA-256: available for 5 of 5 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-mahwizzzz-avey-b-ur/files?limit=100
- Run-ready: no (Hugging Bay has not certified a run path for this model; hosted bytes are downloadable and hash-checkable only)
- Peer-assisted fallbacks: 0 verified, 0 pending review
- Downloads: 69
- Stars: 2
- Card completeness: 96%

## Description

External Hugging Face catalog record for mahwizzzz/avey-b-ur. Task: fill mask. Library: transformers. Languages: ur. Datasets referenced by card metadata: HPLT/HPLT3.0. Includes 2 model-card evaluation signals. Popularity signal at import: 69 downloads and 2 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: fill-mask
- Library: transformers
- Task categories: fill-mask
- Languages: ur
- Referenced datasets: HPLT/HPLT3.0
- Paper ids: 2602.15814
- Model-index entries: Avey-B Urdu 25M
- Evaluation signals: 2 model-card eval results
- File hints: 14 upstream file samples

## Evaluation Signals

- IMDb Urdu Reviews: Accuracy = 0.785333 (Urdu sentiment classification)
- WikiANN Urdu: Entity F1 = 0.812677 (Urdu named-entity recognition)

## Referenced Data

- Dataset: HPLT/HPLT3.0
- Paper: 2602.15814

## File Hints

- .gitattributes (1.5 KB)
- LICENSE (11 KB)
- MANIFEST.json (1.3 KB)
- README.md (4.4 KB)
- assets/benchmark_overview.png (107 KB) LFS
- assets/training_loss.png (84 KB)
- benchmark_results.json (4.9 KB)
- config.json (741 B)
- configuration_avey.py (703 B)
- fertility_check.json (50 B)
- model.safetensors (95 MB) LFS
- modeling_avey.py (10 KB)

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: passed
- License: passed
- Provenance: passed
- File inventory: passed
- Hosted bytes: passed
- Scan result: passed
- Manifest signature: passed

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-09-24T18:21:26.603Z.
- Open license detected as apache-2.0.
- Model-index metadata found for Avey-B Urdu 25M.
- Model card references dataset context: HPLT/HPLT3.0.
- Not a run kit: hosted, hash-checked bytes only; run readiness is not certified for this model yet.

## Actions

- Web: https://huggingbay.xyz/artifact/hf-model-mahwizzzz-avey-b-ur
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-mahwizzzz-avey-b-ur/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-mahwizzzz-avey-b-ur/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-mahwizzzz-avey-b-ur/distribution
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- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-mahwizzzz-avey-b-ur/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mahwizzzz-avey-b-ur&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-mahwizzzz-avey-b-ur/decentralized-fallbacks