How Well Do LLMs Reason with Noisy Evidence? An Active Visual Reasoning Benchmark.

arXiv:2610.07751v1 Announce Type: new Abstract: Real-world reasoning rarely reduces to static question answering: agents must actively gather information from tools and sensors that are often noisy and unreliable. Yet most existing active reasoning benchmarks