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@@ -63,5 +63,4 @@ Zhang, N., Kwek, E., Zhang, Y., Pan, M., Wang, S., Mitra, P., & Zhang, R. (2026)
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  ```
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  ## Acknowledgement
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- * Our quantization pipeline is developed based on AWQ: https://github.com/mit-han-lab/llm-awq/tree/main.
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- * The idea of only searching for the scales of o_proj and down_proj on Olmo3 is based on LLM Compressor: https://github.com/vllm-project/llm-compressor.
 
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  ```
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  ## Acknowledgement
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+ * Our quantization pipeline is developed based on AWQ: https://github.com/mit-han-lab/llm-awq/tree/main.