This is the lecture that accompanied the paper:
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The response by Herndon doesn't insinuate that countries should disregard debt as a matter of concern. It doesn't even say that debt increase isn't correlated with GDP decrease. The main issue that the paper points at is that US and European governments have, based on this thesis, adopted drastic policies of austerity and budget cuts, when actually over history there isn't such a nonlinearity.