# Harley-ml/Tenete-8M

Model from Hugging Face for text generation: Harley-ml/Tenete-8M · unknown

## Facts

- Type: LLM
- Task: text-generation
- Framework: unknown
- License: mit — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/MIT.html)
- Source: https://huggingface.co/Harley-ml/Tenete-8M
- Hosting: hosted (7 files)
- Files: 7 hosted of 9 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: 7 files, 34.3 MB
- Full repo upstream: 34.4 MB
- Recommended file: 33.2 MB · model.safetensors
- Parameters: 8M
- Download: https://huggingbay.xyz/artifact/hf-model-harley-ml-tenete-8m/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-harley-ml-tenete-8m/download-plan)
- Per-file SHA-256: available for 7 of 7 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-harley-ml-tenete-8m/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: 185
- Stars: 7
- Card completeness: 96%

## Description

External Hugging Face catalog record for Harley-ml/Tenete-8M. Task: text generation. Library: unknown. Languages: en. Datasets referenced by card metadata: kmfoda/booksum, nampdn-ai/tiny-textbooks, fabiochiu/medium-articles. Includes 12 model-card evaluation signals. Popularity signal at import: 39 downloads and 7 likes.

## Model Card Facts

- Declared license: mit
- Pipeline: text-generation
- Library: unknown
- Task categories: text-generation
- Languages: en
- Referenced datasets: kmfoda/booksum, nampdn-ai/tiny-textbooks, fabiochiu/medium-articles
- Model-index entries: Tenete-8M
- Evaluation signals: 12 model-card eval results
- File hints: 9 upstream file samples

## Evaluation Signals

- ANLI R1: accuracy = 0.369 (ANLI R1 (0-Shot))
- ANLI R2: accuracy = 0.331 (ANLI R2 (0-Shot))
- ANLI R3: accuracy = 0.3233 (ANLI R3 (0-Shot))
- ARC Challenge: accuracy = 0.1809 (ARC Challenge (0-Shot))
- ARC Challenge: accuracy_norm = 0.221 (ARC Challenge (0-Shot))
- ARC Easy: accuracy = 0.3283 (ARC Easy (0-Shot))
- ARC Easy: accuracy_norm = 0.3194 (ARC Easy (0-Shot))
- HellaSwag: accuracy = 0.2649 (HellaSwag (0-Shot))
- HellaSwag: accuracy_norm = 0.2677 (HellaSwag (0-Shot))
- MMLU: accuracy = 0.23 (MMLU (0-Shot))

## Referenced Data

- Dataset: kmfoda/booksum
- Dataset: nampdn-ai/tiny-textbooks
- Dataset: fabiochiu/medium-articles

## File Hints

- .gitattributes (1.5 KB)
- README.md (30 KB)
- config.json (917 B)
- generation_config.json (159 B)
- images/training_graph.png (95 KB)
- model.safetensors (32 MB) LFS
- raw_lmharness_eval_output.txt (22 KB)
- tokenizer.json (1.1 MB)
- tokenizer_config.json (305 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 2026-09-03T01:05:22.399Z.
- Open license detected as mit.
- Model-index metadata found for Tenete-8M.
- Model card references dataset context: kmfoda/booksum, nampdn-ai/tiny-textbooks, fabiochiu/medium-articles.
- 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-harley-ml-tenete-8m
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-harley-ml-tenete-8m/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-harley-ml-tenete-8m/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-harley-ml-tenete-8m/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-harley-ml-tenete-8m
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-harley-ml-tenete-8m/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-harley-ml-tenete-8m&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-harley-ml-tenete-8m/decentralized-fallbacks