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In a situation where only a very limited number of communication messages are obtained from a newly explored area, which of the following is the most appropriate reason why relying on machine learning is difficult?
①It's not a problem because the model can learn on its own from unseen inputs.
②No training is required since most can be handled with predefined templates.
③Because labeled training data are extremely scarce, it is difficult for the model to generalize.
④If you have massive computational resources, lack of data is irrelevant.
⑤If the security requirements for communication are low, data is not required.