Figure 8. RCD effectively reduces visual hallucinations in detailed image descriptions. DoLa's response is omitted when it is identical to the greedy baseline. Correct and hallucinatory contents are highlighted in green and red, respectively. RCD: Retrieval contrastive decoding.
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