# snap-stanford/humanlm-opinion

Model from Hugging Face for text generation: snap-stanford/humanlm-opinion · 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/snap-stanford/humanlm-opinion
- Hosting: hosted (15 files)
- Files: 15 hosted of 16 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: 15 files, 16.4 GB
- Full repo upstream: 16.4 GB
- Recommended file: 16.4 GB (4 files)
- Download: https://huggingbay.xyz/artifact/hf-model-snap-stanford-humanlm-opinion/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-snap-stanford-humanlm-opinion/download-plan)
- Per-file SHA-256: available for 15 of 15 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-snap-stanford-humanlm-opinion/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: 289
- Stars: 12
- Card completeness: 96%

## Description

External Hugging Face catalog record for snap-stanford/humanlm-opinion. Task: text generation. Library: transformers. Languages: en. Datasets referenced by card metadata: humanlm/humanual-opinion. Base model: Qwen/Qwen3-8B. Popularity signal at import: 466 downloads and 12 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-generation
- Library: transformers
- Base model: Qwen/Qwen3-8B
- Task categories: text-generation
- Languages: en
- Referenced datasets: humanlm/humanual-opinion
- File hints: 16 upstream file samples

## Referenced Data

- Dataset: humanlm/humanual-opinion

## File Hints

- .gitattributes (1.5 KB)
- README.md (9.1 KB)
- added_tokens.json (707 B)
- chat_template.jinja (4.4 KB)
- config.json (1.5 KB)
- generation_config.json (214 B)
- merges.txt (1.6 MB)
- model-00001-of-00004.safetensors (4.6 GB) LFS
- model-00002-of-00004.safetensors (4.6 GB) LFS
- model-00003-of-00004.safetensors (3.7 GB) LFS
- model-00004-of-00004.safetensors (2.4 GB) LFS
- model.safetensors.index.json (32 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 2026-08-30T10:25:07.587Z.
- Open license detected as apache-2.0.
- Model card references dataset context: humanlm/humanual-opinion.
- 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-snap-stanford-humanlm-opinion
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-snap-stanford-humanlm-opinion/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-snap-stanford-humanlm-opinion/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-snap-stanford-humanlm-opinion/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-snap-stanford-humanlm-opinion
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-snap-stanford-humanlm-opinion/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-snap-stanford-humanlm-opinion&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-snap-stanford-humanlm-opinion/decentralized-fallbacks