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Proceedings of the 37th International Conference on Neural Information Processing Systems , year =

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cs.SE 1

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2026 1

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CONDITIONAL 1

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ContractBench: Can LLM Agents Preserve Observation Contracts?

cs.SE · 2026-05-17 · conditional · novelty 7.0

ContractBench shows that LLM agents frequently violate observation contracts by using expired artifacts or corrupting their byte integrity, with no model exceeding 80% success and notable scaling irregularities across families.

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  • ContractBench: Can LLM Agents Preserve Observation Contracts? cs.SE · 2026-05-17 · conditional · none · ref 26

    ContractBench shows that LLM agents frequently violate observation contracts by using expired artifacts or corrupting their byte integrity, with no model exceeding 80% success and notable scaling irregularities across families.