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Introduces CANDI-QA, a dataset to evaluate LLMs on contextual alignment in niche domains, comprising information assistance and applied inference questions. Systematic evaluations across ten LLMs show challenges, and a lightweight neuro-symbolic framework MTSS-Net is proposed as baseline.