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4 Oct 2026
Search agents repeatedly make short decisions about relevance, evidence sufficiency, and search actions. Using generative language models for these decisions introduces latency and unreliable confidence.
2 Oct 2026
Physical fidelity has received increasing attention in world models and video generation, yet how video representations encode physical information remains less understood.
2 Oct 2026
A language model reads long text in one quadratic forward pass, stops at the context window, and loses accuracy with length before reaching it. We ask whether the read can be factorized when deciding over a finite set: which document is relevant, which option is supported, which…