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Crystal: Introspective Reasoners Reinforced with Self-Feedback
Jiacheng Liu, Ramakanth Pasunuru, Hannaneh Hajishirzi +2
Extensive work has shown that the performance and interpretability of commonsense reasoning can be improved via knowledge-augmented reasoning methods, where the knowledge that unde…
Data-Driven Methods for Solving Algebra Word Problems
Benjamin Robaidek, Rik Koncel-Kedziorski, Hannaneh Hajishirzi
We explore contemporary, data-driven techniques for solving math word problems over recent large-scale datasets. We show that well-tuned neural equation classifiers can outperform…
Are Elephants Bigger than Butterflies? Reasoning about Sizes of Objects
Hessam Bagherinezhad, Hannaneh Hajishirzi, Yejin Choi +1
Human vision greatly benefits from the information about sizes of objects. The role of size in several visual reasoning tasks has been thoroughly explored in human perception and c…
Sampling First Order Logical Particles
Hannaneh Hajishirzi, Eyal Amir
Approximate inference in dynamic systems is the problem of estimating the state of the system given a sequence of actions and partial observations. High precision estimation is fun…
Reasoning about RoboCup Soccer Narratives
Hannaneh Hajishirzi, Julia Hockenmaier, Erik T. Mueller +1
This paper presents an approach for learning to translate simple narratives, i.e., texts (sequences of sentences) describing dynamic systems, into coherent sequences of events with…