@InProceedings{daume08flat,
  author =       {Percy Liang and Hal {Daum\'e III} and Dan Klein},
  title =        {Structure Compilation: Trading Structure for Features},
  booktitle =    {International Conference on Machine Learning (ICML)},
  year =         {2008},
  address =      {Helsinki, Finland},
  abstract =     {
    Structured models often achieve excellent performance but can be
    slow at test time.  We investigate structure compilation, where we
    replace structure with features, which are often computationally
    simpler but unfortunately statistically more complex.  We analyze this
    tradeoff theoretically and empirically on three natural language
    processing tasks.  We also introduce a simple method to transfer
    predictive power from structure to features via unlabeled data, while
    incurring a minimal statistical penalty.
  },
  url = {http://pub.hal3.name/#daume08flat}
}