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A Generative Model for User Simulation in a Spatial Navigation Domain

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Figure

Table 1: A Giver (Gexpressing the same part of the route on the Giver’s map, and similarly those marked ) and a Follower (F ) alternating turns in a dialog concerning the maps in Figure 1.The utterances are shown in natural language (left), and the semanti
Figure 2: (a) At training time, a Giver’s semantic unit upreceding Follower actis aligned with an ordered point-set W, repre-senting a sub-route
Figure 3:Mean per-utterance probability, as-==Esigned to held-out data by our model, when de-fined over the four feature sets and their combina-tions, estimated through leave-one-out validation.A Absolute, P= Polynomial, L= Landmark, and Edge
Table 4: Percentage of model-generated units thatmatch Real Giver units in the test set
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