# Ben10x/bert-base-medmentions

Model from Hugging Face for token classification: Ben10x/bert-base-medmentions · 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/Ben10x/bert-base-medmentions
- Hosting: hosted (5 files)
- Files: 5 hosted of 15 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, 436.4 MB
- Full repo upstream: 436.9 MB
- Recommended file: 435.7 MB (2 files)
- Download: https://huggingbay.xyz/artifact/hf-model-ben10x-bert-base-medmentions/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-ben10x-bert-base-medmentions/download-plan)
- Per-file SHA-256: available for 5 of 5 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-ben10x-bert-base-medmentions/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: 62
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for Ben10x/bert-base-medmentions. Task: token classification. Library: transformers. Datasets referenced by card metadata: Ben10x/MedMentions-NER. Base model: bert-base-uncased. Includes 4 model-card evaluation signals. Popularity signal at import: 49 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
- Referenced datasets: Ben10x/MedMentions-NER
- Metrics: precision, recall, f1, accuracy
- Model-index entries: bert-base-medmentions
- Evaluation signals: 4 model-card eval results
- File hints: 15 upstream file samples

## Evaluation Signals

- Ben10x/MedMentions-NER: Precision = 0.5820728291316527 (Token Classification)
- Ben10x/MedMentions-NER: Recall = 0.6344207955338451 (Token Classification)
- Ben10x/MedMentions-NER: F1 = 0.6071204975165909 (Token Classification)
- Ben10x/MedMentions-NER: Accuracy = 0.8688595400463357 (Token Classification)

## Referenced Data

- Dataset: Ben10x/MedMentions-NER

## File Hints

- .gitattributes (1.5 KB)
- README.md (3.4 KB)
- all_results.json (885 B)
- config.json (2.3 KB)
- eval_results.json (346 B)
- model.safetensors (416 MB) LFS
- predict_results.json (324 B)
- predictions.txt (241 KB)
- special_tokens_map.json (125 B)
- tokenizer.json (695 KB)
- tokenizer_config.json (1.2 KB)
- train_results.json (238 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 2026-09-24T23:27:07.375Z.
- Open license detected as apache-2.0.
- Model-index metadata found for bert-base-medmentions.
- Model card references dataset context: Ben10x/MedMentions-NER.
- 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-ben10x-bert-base-medmentions
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-ben10x-bert-base-medmentions/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-ben10x-bert-base-medmentions/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-ben10x-bert-base-medmentions/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-ben10x-bert-base-medmentions
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-ben10x-bert-base-medmentions/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-ben10x-bert-base-medmentions&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-ben10x-bert-base-medmentions/decentralized-fallbacks