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Learning to Rank Algorithms and their Application in Machine Translation

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Figure 1.1: Three node splitting principles in decision tree construction, namely Square Error (SE) in Gradient Boosting framework, Robust Weighted Square Error (RWSE) in the LogitBoost system, and Objective Loss Based Error (OLE) in this paper, as well as
Table 2.1: The top two datasets are used, while the others are as a reference. Ohsumed is of LETOR 3.0
Table 2.2: Main results on the Yahoo Challenge dataset. Results on the standard five splits of Microsoft data are averaged, and we follow the standard one split for the Yahoo data to compare to published results
Table 2.3: Main results on the Microsoft dataset. Results on the standard five splits of Microsoft data are averaged, and we follow the standard one split for the Yahoo data to compare to published results
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