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

OfirPress · x · 2026-11-04

Allen AI released StateBench, a benchmark testing whether LLMs can track state changes over long texts (object handoffs, variable reassignments). On the hardest, longest problems, frontier models including GPT-6 Sol and Claude Opus 5.5 fell to 13% accuracy or lower. OfirPress's team is already using it internally to develop new Olmo models.

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