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Evaluating Text Generation and Image/Video Generation Models: Challenges and Approaches
There is a long-standing field focused on evaluating generated text./nEvaluation metrics are important in assessing generated images and videos./nDali is a work that quantitatively evaluates fine-grained reasoning skills of image generation models./nEvaluation should also consider biases and social issues./nModels should be evaluated for spurious correlations and causal correctness./nExplainability is an important aspect of model evaluation.