MetaMetrics: A Supervised Meta-Metric for Evaluating Text and Image Generation Tasks by Calibrating Existing Metrics to Better Align with Human Preferences

METAMETRICS, a new supervised meta-metric, leverages existing metrics to better align with human preferences in evaluating generated content across various modalities and tasks, including text summarization, machine translation, question answering, image captioning, and reward model scoring.