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Zainab Afolabi

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• Test-Time Augmentation for LLMs: When Input Diversity Beats Output Diversity at Matched Compute
• Are we Merging the Right Models? Impact of Expert Training Duration on Model Merging for LLMs
• Finding the Sweet Spot: Trading Quality, Cost, and Speed During Inference-Time LLM Reflection