# ogmatrixllm/glyph-v1.1

Model from Hugging Face for text classification: ogmatrixllm/glyph-v1.1 · onnx

## Facts

- Type: LLM
- Task: text-classification
- Framework: onnx
- License: mit — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/MIT.html)
- Source: https://huggingface.co/ogmatrixllm/glyph-v1.1
- Hosting: hosted (6 files)
- Files: 6 hosted of 10 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: 6 files, 740.2 MB
- Full repo upstream: 984.2 MB
- Recommended file: 981.7 MB (3 files)
- Download: https://huggingbay.xyz/artifact/hf-model-ogmatrixllm-glyph-v1-1/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-ogmatrixllm-glyph-v1-1/download-plan)
- Per-file SHA-256: available for 6 of 6 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-ogmatrixllm-glyph-v1-1/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: 2705
- Stars: 1
- Card completeness: 96%

## Description

External Hugging Face catalog record for ogmatrixllm/glyph-v1.1. Task: text classification. Library: onnx. Languages: en. Datasets referenced by card metadata: liamdugan/raid, artem9k/ai-text-detection-pile, gsingh1-py/train, cc_news, blog_authorship_corpus, webis/tldr-17. Includes 6 model-card evaluation signals. Popularity signal at import: 910 downloads and 1 likes.

## Model Card Facts

- Declared license: mit
- Pipeline: text-classification
- Library: onnx
- Task categories: text-classification
- Languages: en
- Referenced datasets: liamdugan/raid, artem9k/ai-text-detection-pile, gsingh1-py/train, cc_news, blog_authorship_corpus, webis/tldr-17, ChristophSchuhmann/essays-with-instructions, HuggingFaceH4/stack-exchange-preferences
- Metrics: accuracy, f1, precision, recall, roc_auc
- Model-index entries: GLYPH
- Evaluation signals: 6 model-card eval results
- File hints: 10 upstream file samples

## Evaluation Signals

- GLYPH: Accuracy = 0.9885 (AI-Generated Text Detection)
- GLYPH: F1 = 0.9901 (AI-Generated Text Detection)
- GLYPH: Precision = 0.9851 (AI-Generated Text Detection)
- GLYPH: Recall = 0.9952 (AI-Generated Text Detection)
- GLYPH: ROC-AUC = 0.999 (AI-Generated Text Detection)
- GLYPH: MCC = 0.9765 (AI-Generated Text Detection)

## Referenced Data

- Dataset: liamdugan/raid
- Dataset: artem9k/ai-text-detection-pile
- Dataset: gsingh1-py/train
- Dataset: cc_news
- Dataset: blog_authorship_corpus
- Dataset: webis/tldr-17
- Dataset: ChristophSchuhmann/essays-with-instructions
- Dataset: HuggingFaceH4/stack-exchange-preferences
- Dataset: pile-of-law/pile-of-law

## File Hints

- .gitattributes (1.5 KB)
- README.md (16 KB)
- added_tokens.json (26 B)
- config.json (923 B)
- model.safetensors (704 MB) LFS
- onnx_model_quantized.onnx (233 MB) LFS
- special_tokens_map.json (1021 B)
- spm.model (2.4 MB) LFS
- tokenizer_config.json (1.3 KB)
- training_args.bin (5.7 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 2026-09-22T19:27:21.241Z.
- Open license detected as mit.
- Model-index metadata found for GLYPH.
- Model card references dataset context: liamdugan/raid, artem9k/ai-text-detection-pile, gsingh1-py/train, cc_news.
- 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-ogmatrixllm-glyph-v1-1
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-ogmatrixllm-glyph-v1-1/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-ogmatrixllm-glyph-v1-1/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-ogmatrixllm-glyph-v1-1/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-ogmatrixllm-glyph-v1-1
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-ogmatrixllm-glyph-v1-1/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-ogmatrixllm-glyph-v1-1&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-ogmatrixllm-glyph-v1-1/decentralized-fallbacks