SCOUT: Active Information Foraging for Long-Text Understanding with Decoupled Epistemic States
arXiv:2605.04496v1 Announce Type: new
Abstract: Long-Text Understanding (LTU) at million-token scale requires balancing reasoning fidelity with computational efficiency. Frontier long-context LLMs can process millions of token contexts end-to-end, but…