This tutorial provides a comprehensive and in-depth view of the research on procedures,
primarily in Natural Language Processing. A procedure is a sequence of steps intended to …

Entities and events are crucial to natural language reasoning and common in procedural
texts. Existing work has focused either exclusively on entity state tracking (eg, whether a pan …

Recent research has shown that integrating domain knowledge into deep learning
architectures is effective; It helps reduce the amount of required data, improves the accuracy …

Analogy-making gives rise to reasoning, abstraction, flexible categorization and
counterfactual inference--abilities lacking in even the best AI systems today. Much research …

Procedures are inherently hierarchical. To" make videos", one may need to" purchase a
camera", which in turn may require one to" set a budget". While such hierarchical knowledge …

We propose EXAMS--a new benchmark dataset for cross-lingual and multilingual question
answering for high school examinations. We collected more than 24,000 high-quality high …

Text Worlds are virtual environments for embodied agents that, unlike 2D or 3D
environments, are rendered exclusively using textual descriptions. These environments offer …

Script learning studies how daily events unfold. Previous works tend to consider a script as a
linear sequence of events while ignoring the potential branches that arise due to people's …