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A set of 50% weight-sparse Llama3.1-8B pruned by Wanda. Model links are in the table below. Models can be loaded as is with Huggingface Transformers.

Perplexity

Perplexity over Sparsity

MMLU (5-shot)

MMLU (5-shot) Accuracy (%) Relative to Dense (%) Model Link
Dense 65.1 baseline Meta-Llama-3.1-8B-wanda-unstructured-0.0
Unstructured 50.0 -15.1 Meta-Llama-3.1-8B-wanda-unstructured-0.5
4:8 39.3 -25.8 Meta-Llama-3.1-8B-wanda-4of8
2:4 28.7 -36.4 Meta-Llama-3.1-8B-wanda-2of4
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Safetensors
Model size
8.03B params
Tensor type
BF16
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