# harpertoken/harpertokenNER

Model from Hugging Face for token classification: harpertoken/harpertokenNER · transformers

## Cite this

- Page: https://huggingbay.xyz/artifact/hf-model-harpertoken-harpertokenner
- Citation: harpertoken/harpertokenNER. The Hugging Bay model record. https://huggingbay.xyz/artifact/hf-model-harpertoken-harpertokenner (retrieved 2026-11-15).
- Check a downloaded file: run `shasum -a 256 <file>` (macOS), `sha256sum <file>` (Linux) or `Get-FileHash -Algorithm SHA256 <file>` (Windows), then compare with that file's SHA-256 at https://huggingbay.xyz/api/artifacts/hf-model-harpertoken-harpertokenner/files?limit=100. How checks work: https://huggingbay.xyz/verification

## 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/harpertoken/harpertokenNER
- 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 hosted of 18 listed
- Full repo upstream: 872.3 MB
- Recommended file: 435.6 MB · model.safetensors
- Download: https://huggingbay.xyz/api/artifacts/hf-model-harpertoken-harpertokenner/download-plan (download plan: https://huggingbay.xyz/api/artifacts/hf-model-harpertoken-harpertokenner/download-plan)
- Per-file SHA-256: available for 5 of 5 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-harpertoken-harpertokenner/files?limit=100
- Availability: Ready
- Downloadable: yes
- 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: 55
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for harpertoken/harpertokenNER. Task: token classification. Library: transformers. Languages: en. Datasets referenced by card metadata: conll2003. Base model: bert-base-uncased. Includes 1 model-card evaluation signal. Popularity signal at import: 55 downloads and 0 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: token-classification
- Library: transformers
- Base model: bert-base-uncased
- Task categories: token-classification
- Languages: en
- Referenced datasets: conll2003
- Model-index entries: harpertokenNER
- Evaluation signals: 1 model-card eval result
- File hints: 16 upstream file samples

## Evaluation Signals

- CoNLL-2003: Validation Loss = 0.0474 (Named Entity Recognition (NER))

## Referenced Data

- Dataset: conll2003

## File Hints

- .gitattributes (1.5 KB)
- .gitignore (13 B)
- README.md (2.8 KB)
- config.json (1.0 KB)
- model.safetensors (415 MB) LFS
- pytorch_model.bin (415 MB) LFS
- runs/Feb26_20-33-43_Niladris-MacBook-Air.local/1740582228.942312/events.out.tfevents.1740582228.Niladris-MacBook-Air.local.59521.1 (5.8 KB) LFS
- runs/Feb26_20-33-43_Niladris-MacBook-Air.local/events.out.tfevents.1740582228.Niladris-MacBook-Air.local.59521.0 (4.3 KB) LFS
- runs/Feb26_20-34-44_Niladris-MacBook-Air.local/1740582287.412925/events.out.tfevents.1740582287.Niladris-MacBook-Air.local.60103.1 (5.8 KB) LFS
- runs/Feb26_20-34-44_Niladris-MacBook-Air.local/events.out.tfevents.1740582287.Niladris-MacBook-Air.local.60103.0 (4.3 KB) LFS
- runs/Feb26_20-35-53_Niladris-MacBook-Air.local/1740582357.139341/events.out.tfevents.1740582357.Niladris-MacBook-Air.local.60359.1 (5.8 KB) LFS
- runs/Feb26_20-35-53_Niladris-MacBook-Air.local/events.out.tfevents.1740582357.Niladris-MacBook-Air.local.60359.0 (6.2 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 2026-09-24T21:49:24.658Z.
- Open license detected as apache-2.0.
- Model-index metadata found for harpertokenNER.
- Model card references dataset context: conll2003.
- 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-harpertoken-harpertokenner
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-harpertoken-harpertokenner/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-harpertoken-harpertokenner/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-harpertoken-harpertokenner/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-harpertoken-harpertokenner
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-harpertoken-harpertokenner/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-harpertoken-harpertokenner&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-harpertoken-harpertokenner/decentralized-fallbacks