{
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 "citation": "> Anonymous Author(s). *ContractBench: Can LLM Agents Preserve Observation Contracts?* Anonymous submission to NeurIPS 2026 Evaluations & Datasets Track.\n\n(Authors withheld for double-blind review.)",
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