REFLEX fine-tunes Phi-3-Mini on synthetic negative presentations to produce reference-free scores and actionable feedback for slide quality across coverage, redundancy, text-image alignment, and flow.
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Taming LLMs with Negative Samples: A Reference-Free Framework to Evaluate Presentation Content with Actionable Feedback
REFLEX fine-tunes Phi-3-Mini on synthetic negative presentations to produce reference-free scores and actionable feedback for slide quality across coverage, redundancy, text-image alignment, and flow.