# ahmedsamirtarjama/Tashkeel-v2

Model from Hugging Face for token classification: ahmedsamirtarjama/Tashkeel-v2 · transformers

## Facts

- Type: LLM
- Task: token-classification
- Framework: transformers
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/Apache-2.0.html)
- Source: https://huggingface.co/ahmedsamirtarjama/Tashkeel-v2
- Hosting: hosted (4 files)
- Files: 4 hosted of 8 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: 4 files, 689 MB
- Full repo upstream: 1.38 GB
- Recommended file: 1.37 GB (2 files)
- Download: https://huggingbay.xyz/artifact/hf-model-ahmedsamirtarjama-tashkeel-v2/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-ahmedsamirtarjama-tashkeel-v2/download-plan)
- Per-file SHA-256: available for 4 of 4 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-ahmedsamirtarjama-tashkeel-v2/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: 442
- Stars: 2
- Card completeness: 96%

## Description

External Hugging Face catalog record for ahmedsamirtarjama/Tashkeel-v2. Task: token classification. Library: transformers. Languages: ar. Datasets referenced by card metadata: Misraj/Sadeed_Tashkeela, ReligiousLLMs/shamela_all_diacritized_fully, mysamai/ashaar-tashkeel, ReligiousLLMs/quran_ayats_with_shakl. Includes 5 model-card evaluation signals. Popularity signal at import: 442 downloads and 2 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: token-classification
- Library: transformers
- Task categories: token-classification
- Languages: ar
- Referenced datasets: Misraj/Sadeed_Tashkeela, ReligiousLLMs/shamela_all_diacritized_fully, mysamai/ashaar-tashkeel, ReligiousLLMs/quran_ayats_with_shakl
- Metrics: accuracy
- Model-index entries: Tashkeel-v2
- Evaluation signals: 5 model-card eval results
- File hints: 8 upstream file samples

## Evaluation Signals

- SadeedDiac-25: Total DER (CE) = 2.85 (Arabic Diacritization)
- SadeedDiac-25: Morphological DER (w/o CE) = 2.13 (Arabic Diacritization)
- SadeedDiac-25: Total WER (CE) = 8.02 (Arabic Diacritization)
- SadeedDiac-25: Morphological WER (w/o CE) = 5.66 (Arabic Diacritization)
- SadeedDiac-25: Hallucination Rate = 0 (Arabic Diacritization)

## Referenced Data

- Dataset: Misraj/Sadeed_Tashkeela
- Dataset: ReligiousLLMs/shamela_all_diacritized_fully
- Dataset: mysamai/ashaar-tashkeel
- Dataset: ReligiousLLMs/quran_ayats_with_shakl

## File Hints

- .gitattributes (1.5 KB)
- README.md (7.7 KB)
- config.json (512 B)
- model.safetensors (655 MB) LFS
- modeling_tashkeel.py (9.6 KB)
- pytorch_model.bin (655 MB) LFS
- tokenizer.json (2.6 MB)
- tokenizer_config.json (431 B)

## 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 2026-09-23T01:32:05.625Z.
- Open license detected as apache-2.0.
- Model-index metadata found for Tashkeel-v2.
- Model card references dataset context: Misraj/Sadeed_Tashkeela, ReligiousLLMs/shamela_all_diacritized_fully, mysamai/ashaar-tashkeel, ReligiousLLMs/quran_ayats_with_shakl.
- 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-ahmedsamirtarjama-tashkeel-v2
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-ahmedsamirtarjama-tashkeel-v2/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-ahmedsamirtarjama-tashkeel-v2/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-ahmedsamirtarjama-tashkeel-v2/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-ahmedsamirtarjama-tashkeel-v2
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-ahmedsamirtarjama-tashkeel-v2/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-ahmedsamirtarjama-tashkeel-v2&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-ahmedsamirtarjama-tashkeel-v2/decentralized-fallbacks