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Can someone explain, in detail and simple words, what a fallacy is, and different types within mathematical/computer science logic?

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It's not a homework question. It's rather a mathematical term that I simply cannot understand despite reading and re-reading textbook definitions and looking at mathematical websites. And something I need to understand for a test.