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Modeling Biological Processes for Reading Comprehension
This paper focuses on a new reading comprehension task that requires complex reasoning over a single document, and demonstrates that answering questions via predicted structures substantially improves accuracy over baselines that use shallower representations.
Learning Biological Processes with Global Constraints
This paper presents the task of process extraction, in which events within a process and the relations between the events are automatically extracted from text and shows significant improvement comparing to baselines that disregard process structure.