ResearchBenchmarksHallucination Analysis on COCO Captioning (val)Hallucination Analysis on COCO Captioning (val)Follow5.6CHAIRs8-shot ICL2.6883.4444.24.956Mar 13, 2026Evaluation resultsMethodMethodLinksCHAIRsCHAIRiRecall8-shot ICLModel=Idefics2Model=Idefics22026.035.63.944.2LIVEModel=Idefics2Model=Idefics22026.034.43.144.8MimICModel=Idefics2Model=Idefics22026.0342.945.4LoRAModel=Idefics2Model=Idefics22026.033.32.444.3HiFICLModel=Idefics2Model=Idefics22026.033.22.245.70-shotModel=Idefics2Model=Idefics22026.032.83.327.2