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Naively scaling test-time compute is wasteful; strategically allocating it with DIRECT can enhance embodied agent performance while slashing latency by up to 65%.
LLMs can't handle the truth: SLIDERS beats GPT-4.1 on long-context QA by sidestepping the context window entirely.
