Large-Scale Semi-Supervised Learning for Natural Language ...
Large-Scale Semi-Supervised Learning for Natural Language ...
Large-Scale Semi-Supervised Learning for Natural Language ...
You also want an ePaper? Increase the reach of your titles
YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.
7 Alignment-Based Discriminative String Similarity 967.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 967.2 Related Work . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 977.3 The Cognate Identification Task . . . . . . . . . . . . . . . . . . . . . . . 987.4 Features <strong>for</strong> Discriminative String Similarity . . . . . . . . . . . . . . . . . 997.5 Experiments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1017.5.1 Bitext Experiments . . . . . . . . . . . . . . . . . . . . . . . . . . 1017.5.2 Dictionary Experiments . . . . . . . . . . . . . . . . . . . . . . . 1027.6 Results . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1027.7 Conclusion and Future Work . . . . . . . . . . . . . . . . . . . . . . . . . 1068 Conclusions and Future Work 1088.1 Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1088.2 The Impact of this Work . . . . . . . . . . . . . . . . . . . . . . . . . . . 1098.3 Future Work . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1108.3.1 Improved <strong>Learning</strong> with Automatically-Generated Examples . . . . 1108.3.2 Exploiting New ML Techniques . . . . . . . . . . . . . . . . . . . 1108.3.3 New NLP Problems . . . . . . . . . . . . . . . . . . . . . . . . . 1108.3.4 Improving Core NLP Technologies . . . . . . . . . . . . . . . . . 1118.3.5 Mining New Data Sources . . . . . . . . . . . . . . . . . . . . . . 112Bibliography 113A Penn Treebank Tag Set 127