OLS to solve high dimensional linear model

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I am trying to understanding a common knowledge about using OLS to solve high dimensional linear model. I understand when p>n, OLS will fail. I also have the impression that when p is large, OLS will not perform well either. I did a simple simulation:

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OLS performs quite good.

I have done more simulations, and the results of Bias are similar.

I must have understood something wrong.

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