I ran into the same issue and found this solution.
Download the latest chromedriver manually from: https://sites.google.com/a/chromium.org/chromedriver/
Then you can do stuff like this to use the manually downloaded chromedriver instead of the one appium uses by default.
appium --chromedriver-executable ~/downloads/chromedriver
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