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Duality of Link Prediction and Entailment Graph Induction

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Figure

Figure 1: A link prediction knowledge graph (A) and anentailment graph (B) for entities of types politician,country.The solid lines are discovered correctly, but the dashed onesare missing.However, evidence from the link predictionmodel can be used to add
Figure 2: A small Markov chain with two relations(squares) and four entity-pairs (ovals)
Figure 3: Comparison of the Markov chain (MC) and Augmented Markov chain (Aug MC) models to the BInc score (SBOWmodel) on Levy/Holt’s dataset in local (A) and global (B) settings.
Table 1: Area under precision-recall curve (for precision >0.5) on Levy/Holt’s dataset.

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