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#perception-reasoning News & Analysis

2 articles tagged with #perception-reasoning. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv – CS AI · May 96/10
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PRISM: Perception Reasoning Interleaved for Sequential Decision Making

PRISM is a new AI framework that improves embodied agents by coupling Vision-Language Models with Large Language Models through dynamic question-answer interactions, addressing the perception-reasoning gap in multimodal AI systems. The framework demonstrates significant performance improvements on benchmark tasks like ALFWorld and R2R, showing that interactive, goal-oriented perception yields superior understanding compared to standalone visual analysis.

AINeutralarXiv – CS AI · Mar 26/1010
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Unlocking Cognitive Capabilities and Analyzing the Perception-Logic Trade-off

Researchers introduce MERaLiON2-Omni (Alpha), a 10B-parameter multilingual AI model designed for Southeast Asia that combines perception and reasoning capabilities. The study reveals an efficiency-stability paradox where reasoning enhances abstract tasks but causes instability in basic sensory processing like audio timing and visual interpretation.