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I have got a little bit of sand in my eyes.

The box is a little bit heavy.

Is there a possible way to replace 'a little bit' with 'a little?
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Sure:

I have got a little sand in my eyes.

The box is a little heavy.
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Wait,

so 'bit' does not have any significant impact on the meaning?
No. It is an informality