# Jzuluaga/bert-base-token-classification-for-atc-en-uwb-atcc

Model from Hugging Face for token classification: Jzuluaga/bert-base-token-classification-for-atc-en-uwb-atcc · 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/Jzuluaga/bert-base-token-classification-for-atc-en-uwb-atcc
- 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, 436.3 MB
- Full repo upstream: 872.2 MB
- Recommended file: 435.6 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-jzuluaga-bert-base-token-classification-for-atc-en-uwb-atcc/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-jzuluaga-bert-base-token-classification-for-atc-en-uwb-atcc/download-plan)
- Per-file SHA-256: available for 5 of 5 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-jzuluaga-bert-base-token-classification-for-atc-en-uwb-atcc/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: 52
- Stars: 2
- Card completeness: 96%

## Description

External Hugging Face catalog record for Jzuluaga/bert-base-token-classification-for-atc-en-uwb-atcc. Task: token classification. Library: transformers. Languages: en. Datasets referenced by card metadata: Jzuluaga/uwb_atcc. Base model: bert-base-uncased. Includes 5 model-card evaluation signals. Popularity signal at import: 65 downloads and 2 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: Jzuluaga/uwb_atcc
- Metrics: Precision, Recall, Accuracy, F1, Jaccard Error Rate
- Paper ids: 2110.05781, 2211.04054
- Model-index entries: bert-base-token-classification-for-atc-en-uwb-atcc
- Evaluation signals: 5 model-card eval results
- File hints: 14 upstream file samples

## Evaluation Signals

- UWB-ATCC corpus (Air Traffic Control Communications): TEST F1 (macro) = 0.87 (chunking)
- UWB-ATCC corpus (Air Traffic Control Communications): TEST Accuracy = 0.91 (chunking)
- UWB-ATCC corpus (Air Traffic Control Communications): TEST Precision (macro) = 0.86 (chunking)
- UWB-ATCC corpus (Air Traffic Control Communications): TEST Recall (macro) = 0.88 (chunking)
- UWB-ATCC corpus (Air Traffic Control Communications): TEST Jaccard Error Rate = 0.169 (chunking)

## Referenced Data

- Dataset: Jzuluaga/uwb_atcc
- Paper: 2110.05781
- Paper: 2211.04054

## File Hints

- .gitattributes (1.4 KB)
- README.md (10 KB)
- all_results.json (170 B)
- classification_report (989 B)
- config.json (924 B)
- model.safetensors (415 MB) LFS
- pytorch_model.bin (415 MB) LFS
- special_tokens_map.json (125 B)
- tokenizer.json (695 KB)
- tokenizer_config.json (383 B)
- train_results.json (170 B)
- trainer_state.json (8.9 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 2026-09-24T19:02:49.119Z.
- Open license detected as apache-2.0.
- Model-index metadata found for bert-base-token-classification-for-atc-en-uwb-atcc.
- Model card references dataset context: Jzuluaga/uwb_atcc.
- 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-jzuluaga-bert-base-token-classification-for-atc-en-uwb-atcc
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-jzuluaga-bert-base-token-classification-for-atc-en-uwb-atcc/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-jzuluaga-bert-base-token-classification-for-atc-en-uwb-atcc/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-jzuluaga-bert-base-token-classification-for-atc-en-uwb-atcc/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-jzuluaga-bert-base-token-classification-for-atc-en-uwb-atcc
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-jzuluaga-bert-base-token-classification-for-atc-en-uwb-atcc/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-jzuluaga-bert-base-token-classification-for-atc-en-uwb-atcc&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-jzuluaga-bert-base-token-classification-for-atc-en-uwb-atcc/decentralized-fallbacks