# pczarnik/herbert-base-ner

Model from Hugging Face for token classification: pczarnik/herbert-base-ner · transformers

## Facts

- Type: LLM
- Task: token-classification
- Framework: transformers
- License: cc-by-4.0 — cc-by-4.0: commercial use, modification, and redistribution are permitted with attribution. (https://spdx.org/licenses/CC-by-4.0.html)
- Source: https://huggingface.co/pczarnik/herbert-base-ner
- Hosting: hosted (5 files)
- Files: 5 hosted of 18 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, 497.8 MB
- Full repo upstream: 994.8 MB
- Recommended file: 991 MB (3 files)
- Download: https://huggingbay.xyz/artifact/hf-model-pczarnik-herbert-base-ner/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-pczarnik-herbert-base-ner/download-plan)
- Per-file SHA-256: available for 5 of 5 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-pczarnik-herbert-base-ner/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: 1811
- Stars: 6
- Card completeness: 96%

## Description

External Hugging Face catalog record for pczarnik/herbert-base-ner. Task: token classification. Library: transformers. Languages: pl. Datasets referenced by card metadata: wikiann. Includes 4 model-card evaluation signals. Popularity signal at import: 7,696 downloads and 6 likes.

## Model Card Facts

- Declared license: cc-by-4.0
- Pipeline: token-classification
- Library: transformers
- Task categories: token-classification
- Languages: pl
- Referenced datasets: wikiann
- Model-index entries: herbert-base-ner
- Evaluation signals: 4 model-card eval results
- File hints: 16 upstream file samples

## Evaluation Signals

- wikiann: Precision = 0.8857142857142857 (Token Classification)
- wikiann: Recall = 0.9070532179048386 (Token Classification)
- wikiann: F1 = 0.896256755412619 (Token Classification)
- wikiann: Accuracy = 0.9581463871961428 (Token Classification)

## Referenced Data

- Dataset: wikiann

## File Hints

- .gitattributes (1.4 KB)
- .gitignore (13 B)
- README.md (4.9 KB)
- config.json (964 B)
- merges.txt (543 KB)
- model.safetensors (473 MB) LFS
- pytorch_model.bin (473 MB) LFS
- runs/May27_11-34-04_7f78f55244aa/1685187355.097302/events.out.tfevents.1685187355.7f78f55244aa.196.1 (5.8 KB) LFS
- runs/May27_11-34-04_7f78f55244aa/1685187660.332167/events.out.tfevents.1685187660.7f78f55244aa.196.3 (5.8 KB) LFS
- runs/May27_11-34-04_7f78f55244aa/events.out.tfevents.1685187355.7f78f55244aa.196.0 (5.0 KB) LFS
- runs/May27_11-34-04_7f78f55244aa/events.out.tfevents.1685187660.7f78f55244aa.196.2 (7.9 KB) LFS
- runs/May27_14-55-27_3453a7c6061c/1685199465.1554184/events.out.tfevents.1685199465.3453a7c6061c.1265.1 (5.8 KB) LFS

## 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 2026-09-21T22:25:59.329Z.
- Open license detected as cc-by-4.0.
- Model-index metadata found for herbert-base-ner.
- Model card references dataset context: wikiann.
- 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-pczarnik-herbert-base-ner
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-pczarnik-herbert-base-ner/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-pczarnik-herbert-base-ner/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-pczarnik-herbert-base-ner/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-pczarnik-herbert-base-ner
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-pczarnik-herbert-base-ner/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-pczarnik-herbert-base-ner&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-pczarnik-herbert-base-ner/decentralized-fallbacks