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In my experience, you always need (or better use) some form of preconditioning. The type and complexity of the precondition would vary depending on the task though. From Y. Saad, Iterative Methods for Sparse Linear Systems: Preconditioning is a key ingredient for the success of Krylov subspace methods... Lack of robustness is a widely recognized weakness of ...

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