Beyond these specific conclusions, we believe the general strategies employed in this study to assess force field performance will be useful far more broadly than this specific study. Specifically, the analysis we have herein presented demonstrates the importance of comparing force field performance by energetic and geometric metrics. Moreover, largescale force field benchmarks are made easier by the large amount of public data available in QCArchive.