AI2's StateBench: frontier models like GPT-6 Sol drop to 13% on long-text state tracking

allen_ai · x · 2026-11-04

AI2 researchers released StateBench, a new eval testing whether LLMs can track state changes over long texts (object handoffs, variable reassignments). Frontier models including GPT-6 Sol and Claude Opus 5.5 fell to 13% accuracy or lower on the hardest, longest problems.

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