Kushal Kanwar

Addressing Overcommitment in the Reasoning of Gendered Economic Memes Under Multimodal Ambiguity

CGER-Net is proposed, a context-grounded multimodal framework that estimates whether the input provides sufficient evidence for gendered economic reasoning and applies evidence-gated inference to enable confident attribution when cues are explicit while favoring principled abstention otherwise.