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Distributed Prediction of Relations for Entities: The Easy, The Difficult, and The Impossible

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Figure

Figure 1: Nonlinear model (NonLinM) structure
Table 1: Test set statistics and results. #R: relations; #Ts+Ra: unique targets and relata; BL/LM/NLM:Baseline, linear and nonlinear model (macro-average MRR); %R≶ x: percent of relations with MRR ≶ x;ρ: Spearman correlation; #In: instances; #RpT: relata per target
Figure 2: Results by relation for best and worstdomains ( animal, above; people, below), sortedby NonLinM performance
Table 3: The three most easy and most difficultrelations for the country domain

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