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most citedCall Me When Necessary: LLMs can Efficiently and Faithfully Reason over Structured Environments

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cs.AI2026

MEMENTO: Teaching LLMs to Manage Their Own Context

Vasilis Kontonis, Yuchen Zeng, Shivam Garg +7

Reasoning models think in long, unstructured streams with no mechanism for compressing or organizing their own intermediate state. We introduce MEMENTO: a method that teaches model…