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The fragmented field of world modeling can now be unified under a "levels x laws" taxonomy, revealing critical gaps in autonomous model revision and decision-centric evaluation.
Customer service chatbots can be transformed from reactive support tools into proactive business intelligence engines by strategically probing users for information.
Forget hand-coded strategies: METRO uses LLMs to automatically learn dialogue strategies from expert transcripts, achieving state-of-the-art results in non-collaborative dialogue.
LLMs struggle to maintain context and avoid distraction when reasoning about causality, leading to a significant performance drop as tasks increase in complexity.
A cleverly shaped and rendered adversarial patch can reliably spoof palmprint recognition, even across different models and datasets.