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Unsupervised Latent Tree Induction with Deep Inside Outside Recursive Auto Encoders

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Figure

Figure 1: An unlabeled binary constituency parse fromDIORA matching the ground truth.
Figure 2: The illustrated inside and outside pass of DIORA operating over an input of length three, ‘the cat drinks’.a) The inside pass: The inside vector ¯a(k) for the phrase ‘the cat drinks’ is a weighted average of the compositionsfor the two possible s
Table 3: WSJ-10 and WSJ-40 unsupervised non-binaryunlabeled constituency parsing with punctuation re-model was trained on WSJ data and PRPNbinary parse with additional resources.trained on MultiNLI data
Figure 4: At times, DIORA exhibits contrary behav-ior to the ground truth inevitably leading to some error.DIORA’s output is shown above the ground truth.6
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