Collection of reasoning traces distilled from Qwen 3 0.6b, 1.7b, 4b and 8b.
Vertex Research
community
AI & ML interests
Training small, efficient open language models. Home of the Vertex model series.
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Vertex Research
Open weights, no matter what.
Why
Open weight model releases have been comming less often and delay. Such as, GLM 5.3 was released via api only for a while, then they released the weights. Same for lots of other models such as Kimi K3, MiniMax M2.7/M3, Deepseek V4 Flash Vision Experimental, Qwen 3.8 2.4T-A95B and so on. There are many smaller groups comming up these days, such as Supra Labs or BananaMind that are releasing better and better SLM's. We intend to be one of them.
What we do
- Train compact language models from scratch and release every usable artifact: base, instruct, and reasoning variants, plus GGUF quantizations for llama.cpp.
- Keep everything Apache 2.0. No gated downloads, no acceptance forms, no API-only releases.
Models
| Model | Parameters |
|---|---|
| Vertex 0.6 5M | 5M |
| Vertex 0.6 15M Chat | 15M |
| Vertex 0.6 100M V2 | 100M |
| Vertex 0.6 100M | 100M |
| Vertex 0.6 35M | 35M |
| Vertex 0.1 10M | 10M |
More sizes and versions are on the way. Follow the org to stay updated.
In training
- Vertex 0.6 200M
Vertex Research: small models, sharp edges, weights you keep.
models 20
VertexResearch/Vertex-0.6-200M-Base
Text Generation • 0.2B • Updated • 274
VertexResearch/Vertex-0.6-5M-Base
Text Generation • 4.77M • Updated • 468
VertexResearch/Vertex-0.6-200M-Base-Preview
Text Generation • 0.2B • Updated • 373
VertexResearch/Vertex-0.6-15M-Base-GGUF
Text Generation • 15M • Updated • 87
VertexResearch/Vertex-0.6-15M-Base
Text Generation • 15M • Updated • 348
VertexResearch/Vertex-0.6-15M-Instruct-GGUF
Text Generation • 15M • Updated • 131
VertexResearch/Vertex-0.6-15M-Instruct
Text Generation • 15M • Updated • 301
VertexResearch/Vertex-0.6-100M-8192-Instruct-v2-GGUF
Text Generation • 96.8M • Updated • 215
VertexResearch/Vertex-0.6-100M-8192-Instruct-v2
Text Generation • 96.8M • Updated • 202
VertexResearch/Vertex-0.6-100M-8192-Instruct-GGUF
Text Generation • 96.8M • Updated • 197
datasets 8
VertexResearch/closed-data
Viewer • Updated • 74.6M • 147
VertexResearch/ultrachat-qwen3-think
Viewer • Updated • 10.7k • 28
VertexResearch/Vertex-0.6-35M-self-identification
Viewer • Updated • 459 • 80
VertexResearch/Vertex-0.6-100M-self-identification
Viewer • Updated • 459 • 35
VertexResearch/ultrachat-qwen3-8b-think
Viewer • Updated • 228 • 25
VertexResearch/ultrachat-qwen3-4b-think
Viewer • Updated • 3.5k • 16
VertexResearch/ultrachat-qwen3-1.7b-think
Viewer • Updated • 3.5k • 15
VertexResearch/ultrachat-qwen3-0.6b-think
Viewer • Updated • 3.5k • 15