It depends how many random characters you have.
There’s 95 printable ASCII characters which is more or less all the printable characters on a normal keyboard.
So the number of possible combinations for a random jumble of characters is 95 raised to the number of characters.
There is however over 170.000 English words in the OED. Even if we limit ourselves to top 50% most common words (for ease of memorability) for 3 random choices that’s still 85.000 rasied to 3.
We can see mathematically that you would need at least 8 random characters for your password to have more options than 3 random words.
Now 8 might not seem that long, but consider that 8 totally random unconnected characters is a lot harder to remember than just 3 words.
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