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Chrome apparently has a flagAnd even then the options were confusing: 'Enabled' and 'Enabled available in settings'
I first tried with Enabled, didn't work. Then tried the settings option, which showed reader mode option under 'Appearance'. After turning on this setting, the icon shows up.