# nbeerbower/Denker-mistral-nemo-12B

Model from Hugging Face for text generation: nbeerbower/Denker-mistral-nemo-12B · 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/nbeerbower/Denker-mistral-nemo-12B
- Hosting: hosted (11 files)
- Files: 11 hosted of 14 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: 11 files, 24.5 GB
- Full repo upstream: 24.5 GB
- Recommended file: 24.5 GB (5 files)
- Parameters: 12B
- Download: https://huggingbay.xyz/artifact/hf-model-nbeerbower-denker-mistral-nemo-12b/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-nbeerbower-denker-mistral-nemo-12b/download-plan)
- Per-file SHA-256: available for 11 of 11 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-nbeerbower-denker-mistral-nemo-12b/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: 17
- Stars: 4
- Card completeness: 93%

## Description

External Hugging Face catalog record for nbeerbower/Denker-mistral-nemo-12B. Task: text generation. Library: transformers. Datasets referenced by card metadata: nbeerbower/Schule-DPO, nbeerbower/Purpura-DPO, nbeerbower/Arkhaios-DPO, jondurbin/truthy-dpo-v0.1, antiven0m/physical-reasoning-dpo, Atsunori/HelpSteer2-DPO. Popularity signal at import: 17 downloads and 4 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-generation
- Library: transformers
- Task categories: text-generation
- Referenced datasets: nbeerbower/Schule-DPO, nbeerbower/Purpura-DPO, nbeerbower/Arkhaios-DPO, jondurbin/truthy-dpo-v0.1, antiven0m/physical-reasoning-dpo, Atsunori/HelpSteer2-DPO, GeneralReasoning/GeneralThought-430K, nvidia/OpenMathReasoning
- File hints: 14 upstream file samples

## Referenced Data

- Dataset: nbeerbower/Schule-DPO
- Dataset: nbeerbower/Purpura-DPO
- Dataset: nbeerbower/Arkhaios-DPO
- Dataset: jondurbin/truthy-dpo-v0.1
- Dataset: antiven0m/physical-reasoning-dpo
- Dataset: Atsunori/HelpSteer2-DPO
- Dataset: GeneralReasoning/GeneralThought-430K
- Dataset: nvidia/OpenMathReasoning
- Dataset: nvidia/OpenCodeReasoning

## File Hints

- .gitattributes (1.6 KB)
- README.md (2.5 KB)
- config.json (619 B)
- denker_cover.png (727 KB) LFS
- generation_config.json (133 B)
- model-00001-of-00005.safetensors (4.5 GB) LFS
- model-00002-of-00005.safetensors (4.6 GB) LFS
- model-00003-of-00005.safetensors (4.6 GB) LFS
- model-00004-of-00005.safetensors (4.6 GB) LFS
- model-00005-of-00005.safetensors (4.6 GB) LFS
- model.safetensors.index.json (29 KB)
- special_tokens_map.json (558 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 2026-09-20T18:15:27.374Z.
- Upstream license: apache-2.0. Mirror admission policy: permissive (owner policy; no license rights inferred).
- Model card references dataset context: nbeerbower/Schule-DPO, nbeerbower/Purpura-DPO, nbeerbower/Arkhaios-DPO, jondurbin/truthy-dpo-v0.1.
- 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-nbeerbower-denker-mistral-nemo-12b
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-nbeerbower-denker-mistral-nemo-12b/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-nbeerbower-denker-mistral-nemo-12b/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-nbeerbower-denker-mistral-nemo-12b/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-nbeerbower-denker-mistral-nemo-12b
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-nbeerbower-denker-mistral-nemo-12b/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-nbeerbower-denker-mistral-nemo-12b&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-nbeerbower-denker-mistral-nemo-12b/decentralized-fallbacks