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I'd phrase it as being a tradeoff between "small data set with no bias" versus "big data set with bias". Unless the enemy robot is intentionally creating the bias, the big data set pretty much always worth it. Even when the enemy robot is intentionally creating a bias, it's not always a big enough bias to outweigh the benefit of the larger data set.