# shah-bakhsh/BalPOS

Model from Hugging Face for token classification: shah-bakhsh/BalPOS · transformers

## Facts

- Type: LLM
- Task: token-classification
- Framework: transformers
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://huggingface.co/shah-bakhsh/BalPOS/blob/main/LICENSE)
- Source: https://huggingface.co/shah-bakhsh/BalPOS
- Hosting: hosted (6 files)
- Files: 6 hosted of 25 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: 6 files, 1.13 GB
- Full repo upstream: 1.13 GB
- Recommended file: 1.11 GB (2 files)
- Download: https://huggingbay.xyz/artifact/hf-model-shah-bakhsh-balpos/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-shah-bakhsh-balpos/download-plan)
- Per-file SHA-256: available for 6 of 6 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-shah-bakhsh-balpos/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: 45
- Stars: 1
- Card completeness: 96%

## Description

External Hugging Face catalog record for shah-bakhsh/BalPOS. Task: token classification. Library: transformers. Languages: bal. Datasets referenced by card metadata: custom-balochi-ud. Base model: shahbakhsh/BalBERT. Includes 7 model-card evaluation signals. Popularity signal at import: 45 downloads and 1 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: token-classification
- Library: transformers
- Base model: shahbakhsh/BalBERT
- Task categories: token-classification
- Languages: bal
- Referenced datasets: custom-balochi-ud
- Metrics: accuracy, f1, matthews_correlation
- Model-index entries: BalPOS-v2
- Evaluation signals: 7 model-card eval results
- File hints: 16 upstream file samples

## Evaluation Signals

- Custom Balochi UD (CoNLL-U): Accuracy = 0.8726 (Part-of-Speech Tagging)
- Custom Balochi UD (CoNLL-U): Macro F1 = 0.7899 (Part-of-Speech Tagging)
- Custom Balochi UD (CoNLL-U): Weighted F1 = 0.8722 (Part-of-Speech Tagging)
- Custom Balochi UD (CoNLL-U): Matthews Correlation Coefficient (MCC) = 0.8526 (Part-of-Speech Tagging)
- Custom Balochi UD (CoNLL-U): Balanced Accuracy = 0.7881 (Part-of-Speech Tagging)
- Custom Balochi UD (CoNLL-U): Macro Precision = 0.7956 (Part-of-Speech Tagging)
- Custom Balochi UD (CoNLL-U): Macro Recall = 0.7881 (Part-of-Speech Tagging)

## Referenced Data

- Dataset: custom-balochi-ud

## File Hints

- .gitattributes (1.6 KB)
- LICENSE (576 B)
- README.md (8.9 KB)
- classification_report.json (2.4 KB)
- classification_report_val.csv (613 B)
- config.json (1.2 KB)
- confusion_matrix.csv (689 B)
- cv_fold_results.csv (1.0 KB)
- data_quality_overview.png (71 KB)
- gpu_memory_usage.png (30 KB)
- hpo_leaderboard.csv (496 B)
- id2label.json (243 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 2026-09-27T09:39:00.345Z.
- Open license detected as apache-2.0.
- Model-index metadata found for BalPOS-v2.
- Model card references dataset context: custom-balochi-ud.
- 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-shah-bakhsh-balpos
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- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-shah-bakhsh-balpos/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-shah-bakhsh-balpos/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-shah-bakhsh-balpos
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-shah-bakhsh-balpos/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-shah-bakhsh-balpos&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-shah-bakhsh-balpos/decentralized-fallbacks