How (not) to train a dependency parser: The curious case of jackknifing part-of-speech taggers

ACL 2017  ·  {\v{Z}}eljko Agi{\'c}, Natalie Schluter ·

In dependency parsing, jackknifing taggers is indiscriminately used as a simple adaptation strategy. Here, we empirically evaluate when and how (not) to use jackknifing in parsing. On 26 languages, we reveal a preference that conflicts with, and surpasses the ubiquitous ten-folding. We show no clear benefits of tagging the training data in cross-lingual parsing.

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