# Silly-Machine/TuPy-Bert-Large-Binary-Classifier

Model from Hugging Face for text classification: Silly-Machine/TuPy-Bert-Large-Binary-Classifier · transformers

## Facts

- Type: LLM
- Task: text-classification
- Framework: transformers
- License: mit — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/MIT.html)
- Source: https://huggingface.co/Silly-Machine/TuPy-Bert-Large-Binary-Classifier
- Hosting: hosted (7 files)
- Files: 7 hosted of 8 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: at least 7 listed files; full count and size unknown
- Full repo upstream: 1.34 GB
- Recommended file: 1.34 GB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-silly-machine-tupy-bert-large-binary-classifier/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-silly-machine-tupy-bert-large-binary-classifier/download-plan)
- Per-file SHA-256: available for 6 of 7 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-silly-machine-tupy-bert-large-binary-classifier/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: 22
- Stars: 1
- Card completeness: 96%

## Description

External Hugging Face catalog record for Silly-Machine/TuPy-Bert-Large-Binary-Classifier. Task: text classification. Library: transformers. Languages: pt. Datasets referenced by card metadata: Silly-Machine/TuPyE-Dataset. Base model: neuralmind/bert-large-portuguese-cased. Includes 4 model-card evaluation signals. Popularity signal at import: 8 downloads and 1 likes.

## Model Card Facts

- Declared license: mit
- Pipeline: text-classification
- Library: transformers
- Base model: neuralmind/bert-large-portuguese-cased
- Task categories: text-classification
- Languages: pt
- Referenced datasets: Silly-Machine/TuPyE-Dataset
- Model-index entries: Yi-34B
- Evaluation signals: 4 model-card eval results
- File hints: 8 upstream file samples

## Evaluation Signals

- TuPyE-Dataset: Accuracy = 0.907 (text-classfication)
- TuPyE-Dataset: F1-score = 0.903 (text-classfication)
- TuPyE-Dataset: Precision = 0.901 (text-classfication)
- TuPyE-Dataset: Recall = 0.907 (text-classfication)

## Referenced Data

- Dataset: Silly-Machine/TuPyE-Dataset

## File Hints

- .gitattributes (1.5 KB)
- README.md (3.3 KB)
- config.json (1.0 KB)
- model.safetensors (1.2 GB) LFS
- special_tokens_map.json (695 B)
- tokenizer.json (662 KB)
- tokenizer_config.json (1.2 KB)
- vocab.txt (205 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 2026-09-03T01:11:55.450Z.
- Open license detected as mit.
- Model-index metadata found for Yi-34B.
- Model card references dataset context: Silly-Machine/TuPyE-Dataset.
- 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-silly-machine-tupy-bert-large-binary-classifier
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-silly-machine-tupy-bert-large-binary-classifier/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-silly-machine-tupy-bert-large-binary-classifier/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-silly-machine-tupy-bert-large-binary-classifier/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-silly-machine-tupy-bert-large-binary-classifier
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-silly-machine-tupy-bert-large-binary-classifier/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-silly-machine-tupy-bert-large-binary-classifier&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-silly-machine-tupy-bert-large-binary-classifier/decentralized-fallbacks