DeepHub IMBA

Mar 26, 2026 · Artificial Intelligence

Information Access vs. Reasoning: Experimental Attribution Analysis of LLM Agent Performance

The study shows that LLM agents' apparent intelligence stems more from the amount and type of context they can access than from genuine reasoning ability, as demonstrated by the ContextEval framework’s controlled experiments across multiple hyper‑parameter optimization benchmarks.