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Blunt Giants, Sharp Specialists: Decoding Stress and Triggers Beyond General-Purpose LLMs

The United Nations sustainable development goals emphasize mental health as essential for inclusive and sustainable development, making stress, an important factor affecting well-being and societal participation, a critical area of study. Leveraging social media data, we propose the emotion-aware stress cause analysis...

Soumitra Ghosh, G. Singh, Khanjan Pathak et al. · 0 citations
Conference Open access Sep 2026

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.

Kushal Kanwar, Dushyant Singh Chauhan, Kapil Rana et al. · 0 citations

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