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VLMs can be taught to self-correct hallucinations at the token level, leading to substantial gains in reasoning accuracy across diverse benchmarks.
SlideAgent not only updates presentation slides with natural language instructions but also preserves their original design, setting a new standard for automated slide management.
Today's best AI agents still fail more than half the time on real-world tasks combining vision, search, and coding, revealing critical gaps in reasoning and tool use.