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Extensive lexical knowledge is necessary for temporal analysis and planning tasks. We ad- dress in this paper a lexical setting that al- lows for the straightforward incorporation of rich features …...

We present an unsupervised hard EM ap- proach to automatically mapping instruc- tional recipes to action graphs, which de- fine what actions should be performed on which objects and in …...

Recurrent neural networks can generate lo- cally coherent text but often have difficulties representing what has already been generated and what still needs to be said – especially when constructing …...

AbstractIn this task, we identify a challenge that is reflective of linguistic and cognitive competencies that humans have when speaking and reasoning. Particularly, given the intuition that textual and visual …...