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AV-EMO-Reasoning: Benchmarking Emotional Reasoning Capabilities in Omni-modal LLMS with Audio-visual Cues
Krish Patel, Dingkun Zhou, Ajay Kankipati, Akshaj Gupta, Zeyi Austin Li, Mohul Shukla, Vibhor Narang, Sara Kofman, Zongli Ye, Grace Wang, Xiaoyu Shi, Tingle Li, Guan-Ting Lin, Kan Jen Cheng, Huang-Cheng Chou, Jiachen Lian, Gopala Anumanchipalli
https://

AV-EMO-Reasoning: Benchmarking Emotional Reasoning Capabilities in Omni-modal LLMS with Audio-visual Cues
Emotions conveyed through voice and face shape engagement and context in human-AI interaction. Despite rapid progress in omni-modal large language models (LLMs), the holistic evaluation of emotional reasoning with audiovisual cues remains limited. To address this gap, we introduce AV-EMO-Reasoning, a benchmark designed to systematically assess emotional coherence in LLMs. The framework leverages a curated, single- and multi-turn synthetic audiovisual corpus with a real-world set and is assessed…

Kash Patel’s days as FBI director may be numbered. 
MS NOW reported Tuesday that Trump is considering firing the embattled director as his errors pile up.
Three anonymous sources told MS NOW that Patel had drawn Trump’s ire for his presumptuous social media posts during ongoing cases,
using a government jet for a date night with his 27-year-old girlfriend,
and assigning a SWAT team for her security detail. 
Andrew Bailey, the FBI co–deputy director, is reportedly …

Trump Secretly Considering Firing Kash Patel as Blunders Pile Up
Donald Trump seems to have had enough of Kash Patel and his negative headlines. Here’s who could replace him as FBI director.