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limo-qwen3-8b-math-full-precision
Cbgcbg/limo-qwen3-8b-math-full-precision
limo-qwen3-8b-math-full-precision is a text generation model from Cbgcbg. Use it when you need the model to write or continue text. The card lists the license as apache-2.0.
Full-precision (bfloat16) merged model trained with LIMO methodology.
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8.2B
16.4 GB on disk
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At a glance
- Task
- Text Generation
- License
- apache-2.0
- Model type
- qwen3
- Access
- Public
- Created
- Jul 16, 2025
- Updated
- Jul 16, 2025
- SHA
- b4cbcf06
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Base models
Model card
From the Hugging Face model README
LIMO-Qwen3-8B-Math-Full-Precision
Full-precision (bfloat16) merged model trained with LIMO methodology.
Model Details
- Size: ~16GB (full precision)
- Base: Qwen/Qwen3-8B
- Training: LIMO dataset (817 samples)
- Method: LoRA → Full merge
Usage
from transformers import AutoModelForCausalLM, AutoTokenizer
model = AutoModelForCausalLM.from_pretrained(
"Cbgcbg/limo-qwen3-8b-math-full-precision",
torch_dtype=torch.bfloat16,
device_map="auto"
)
tokenizer = AutoTokenizer.from_pretrained("Cbgcbg/limo-qwen3-8b-math-full-precision")
Comparison
- Original Gasing: 15.26 GB ✅
- Previous LIMO: 5.55 GB ❌ (quantized)
- This model: ~16 GB ✅ (full precision)
- Task
- Text Generation
- Type
- qwen3
- License
- apache-2.0
- Languages
- en
- Created
- Jul 16, 2025
- Updated
- Jul 16, 2025