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Swiglu gating_ QAT_Residual Attention Scalin _EMA- Sliding window_Optimizations for 10min/16MB Track #2159

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Swiglu gating_ QAT_Residual Attention Scalin _EMA- Sliding window_Optimizations for 10min/16MB Track #2159

Modify README with script update and evaluation notes
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