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cs.LG2020
Stolen Probability: A Structural Weakness of Neural Language Models
David Demeter, Gregory Kimmel, Doug Downey
Neural Network Language Models (NNLMs) generate probability distributions by applying a softmax function to a distance metric formed by taking the dot product of a prediction vecto…
cs.LG2019
Just Add Functions: A Neural-Symbolic Language Model
David Demeter, Doug Downey
Neural network language models (NNLMs) have achieved ever-improving accuracy due to more sophisticated architectures and increasing amounts of training data. However, the inductive…