One morning as they are were gathering firewood, it suddenly started to rain heavy heavily. They had to run to the near nearby/nearest cave for shelter. Once outside, they saw some human bones on the ground.

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near/nearer表示距离概念时，不作形容词修饰名词。但nearest不受限制。