StateBench Tests Long-Context Model Limits

Researchers introduce StateBench to test how language models track state changes over long documents. They find frontier models like Gemini 3.8 Flash and GPT-6 Sol break down on harder tasks, dropping to 13% accuracy. Trained models handle sequences up to 64,000 assignments, while Gated DeltaNet generalizes ten times further than transformers.