# ray0rf1re/Nano-Nano_v5.1

Model from Hugging Face for text generation: ray0rf1re/Nano-Nano_v5.1 · transformers

## Facts

- Type: LLM
- Task: text-generation
- 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/ray0rf1re/Nano-Nano_v5.1
- Hosting: hosted (12 files)
- Files: 12 hosted of 18 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: 12 files, 2.44 GB
- Full repo upstream: 2.44 GB
- Recommended file: 2.44 GB (2 files)
- Download: https://huggingbay.xyz/artifact/hf-model-ray0rf1re-nano-nano-v5-1/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-ray0rf1re-nano-nano-v5-1/download-plan)
- Per-file SHA-256: available for 12 of 12 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-ray0rf1re-nano-nano-v5-1/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: 1286
- Stars: 2
- Card completeness: 96%

## Description

External Hugging Face catalog record for ray0rf1re/Nano-Nano_v5.1. Task: text generation. Library: transformers. Languages: en. Datasets referenced by card metadata: Open-Orca/OpenOrca, meta-math/MetaMathQA, Roman1111111/claude-opus-4.6-10000x, WizardLM/WizardLM_evol_instruct_V2_196k, WithinUsAI/GPT5.5_thinking_max_distill_god_seed_25K, microsoft/orca-math-word-problems-200k. Includes 7 model-card evaluation signals. Popularity signal at import: 223 downloads and 2 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-generation
- Library: transformers
- Task categories: text-generation
- Languages: en
- Referenced datasets: Open-Orca/OpenOrca, meta-math/MetaMathQA, Roman1111111/claude-opus-4.6-10000x, WizardLM/WizardLM_evol_instruct_V2_196k, WithinUsAI/GPT5.5_thinking_max_distill_god_seed_25K, microsoft/orca-math-word-problems-200k, lighteval/MATH-Hard, HuggingFaceH4/MATH-500
- Model-index entries: Nano-Nano v5.1
- Evaluation signals: 7 model-card eval results
- File hints: 16 upstream file samples

## Evaluation Signals

- Nano-Nano v5.1: Training Loss = 2.0444 (Text Generation)
- Nano-Nano v5.1: Overall Eval Score = 0.1667 (Text Generation)
- Nano-Nano v5.1: Knowledge = 0 (Text Generation)
- Nano-Nano v5.1: Reasoning = 0 (Text Generation)
- Nano-Nano v5.1: Hallucination Resistance = 0 (Text Generation)
- Nano-Nano v5.1: Instruction Following = 0.5 (Text Generation)
- Nano-Nano v5.1: Coherence = 0.3333 (Text Generation)

## Referenced Data

- Dataset: Open-Orca/OpenOrca
- Dataset: meta-math/MetaMathQA
- Dataset: Roman1111111/claude-opus-4.6-10000x
- Dataset: WizardLM/WizardLM_evol_instruct_V2_196k
- Dataset: WithinUsAI/GPT5.5_thinking_max_distill_god_seed_25K
- Dataset: microsoft/orca-math-word-problems-200k
- Dataset: lighteval/MATH-Hard
- Dataset: HuggingFaceH4/MATH-500
- Dataset: garage-bAInd/Open-Platypus
- Dataset: teknium/OpenHermes-2.5
- Dataset: ise-uiuc/Magicoder-OSS-Instruct-75K
- Dataset: m-a-p/CodeFeedback-Filtered-Instruction

## File Hints

- .gitattributes (1.5 KB)
- README.md (9.1 KB)
- chat_template.jinja (302 B)
- config.json (1.3 KB)
- eval_category_scores.png (143 KB) LFS
- eval_hallucination.png (31 KB)
- eval_results.json (19 KB)
- generation_config.json (227 B)
- loss_curve.png (12 KB)
- model.safetensors (2.3 GB) LFS
- tokenizer.json (3.4 MB)
- tokenizer/README.md (198 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 2026-08-29T12:16:12.765Z.
- Open license detected as apache-2.0.
- Model-index metadata found for Nano-Nano v5.1.
- Model card references dataset context: Open-Orca/OpenOrca, meta-math/MetaMathQA, Roman1111111/claude-opus-4.6-10000x, WizardLM/WizardLM_evol_instruct_V2_196k.
- 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-ray0rf1re-nano-nano-v5-1
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-ray0rf1re-nano-nano-v5-1/files?limit=100
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- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-ray0rf1re-nano-nano-v5-1/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-ray0rf1re-nano-nano-v5-1
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-ray0rf1re-nano-nano-v5-1/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-ray0rf1re-nano-nano-v5-1&limit=100
- Request mirror: not applicable.
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