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This paper identifies that context learning in LLMs requires not only content acquisition but also specification acquisition, and proposes PSCI (Private Specification-Contract Induction) which extracts local specifications and enforces them via adversarial checking, achieving state-of-the-art results on the CL-Bench benchmark.