When I tried login using a random mnemonic phrase the wallet shows incorrect word? How does the wallet know that it is not previously generated?

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Seed phrases usually include a checksum. For example, a 12-word BIP39 seed phrase has 4 checksum bits, which means only about 1 in 16 randomly typed seed phrases will be considered valid.

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