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Most people think Scorpion can beat anyone from Tekken, but I believe these two would make a good match. Here's the story behind the fight:

Scorpion wants to become the best ninja ever and he heres of another cyborg ninja (and it's not Cyborg or Smoke or any other cyborg ninja he's seen). Yoshimitsu spots the ninja with his huge sword and then see a nail coming towards him. Finish the story however you want.....

yoshimitsu is just way too cool. sword stab scorpion in the face!

Scorpion has range(spear), and his flaming katana could match Yoshimitsu's sword.

He's way more serious than Yoshi.
He's impossible to fully defeat coz that guy can just lose, the next day he comes back and beats his opponent.

Scorp wins! (I'm to lazy to write why)

Scorpion wins.

It would be good match and by no means a pushover for either person, but I think Scorpion would win by making heavy use of his teleportation techniques.