# Tiiny/SmallThinker-4BA0.6B-Instruct

Model from Hugging Face for text generation: Tiiny/SmallThinker-4BA0.6B-Instruct · 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/Tiiny/SmallThinker-4BA0.6B-Instruct
- Hosting: hosted (7 files)
- Files: 7 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: at least 7 listed files; full count and size unknown
- Full repo upstream: 8.63 GB
- Parameters: 600M
- Download: https://huggingbay.xyz/artifact/hf-model-tiiny-smallthinker-4ba0-6b-instruct/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-tiiny-smallthinker-4ba0-6b-instruct/download-plan)
- Per-file SHA-256: available for 6 of 7 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-tiiny-smallthinker-4ba0-6b-instruct/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: 209
- Stars: 62
- Card completeness: 92%

## Description

External Hugging Face catalog record for Tiiny/SmallThinker-4BA0.6B-Instruct. Task: text generation. Library: transformers. Languages: en. Popularity signal at import: 1,527 downloads and 62 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-generation
- Library: transformers
- Task categories: text-generation
- Languages: en
- Paper ids: 2507.20984
- File hints: 16 upstream file samples

## Referenced Data

- Paper: 2507.20984

## File Hints

- .gitattributes (1.5 KB)
- README.md (7.1 KB)
- checksums.txt (202 B)
- config.json (1.6 KB)
- configuration_smallthinker.py (4.4 KB)
- generation_config.json (143 B)
- merges.txt (1.6 MB)
- model-00001-of-00002.safetensors (4.7 GB) LFS
- model-00002-of-00002.safetensors (3.3 GB) LFS
- model.safetensors.index.json (312 KB)
- model_lm_head.pt (75 MB) LFS
- modeling_smallthinker.py (30 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 2026-09-22T15:39:09.695Z.
- Open license detected as apache-2.0.
- 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-tiiny-smallthinker-4ba0-6b-instruct
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-tiiny-smallthinker-4ba0-6b-instruct/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-tiiny-smallthinker-4ba0-6b-instruct/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-tiiny-smallthinker-4ba0-6b-instruct/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-tiiny-smallthinker-4ba0-6b-instruct
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-tiiny-smallthinker-4ba0-6b-instruct/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-tiiny-smallthinker-4ba0-6b-instruct&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-tiiny-smallthinker-4ba0-6b-instruct/decentralized-fallbacks