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04/13/2022
Formal Language Recognition by Hard Attention Transformers: Perspectives from Circuit Complexity
This paper analyzes three formal models of Transformer encoders that dif...
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01/03/2022
An Adversarial Benchmark for Fake News Detection Models
With the proliferation of online misinformation, fake news detection has...
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10/16/2020
Evaluating Attribution Methods using White-Box LSTMs
Interpretability methods for neural networks are difficult to evaluate b...
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09/08/2020
Probabilistic Predictions of People Perusing: Evaluating Metrics of Language Model Performance for Psycholinguistic Modeling
By positing a relationship between naturalistic reading times and inform...
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04/30/2020
Attribution Analysis of Grammatical Dependencies in LSTMs
LSTM language models have been shown to capture syntax-sensitive grammat...
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06/12/2019
Action-Sensitive Phonological Dependencies
This paper defines a subregular class of functions called the tier-based...
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06/04/2019
Finding Syntactic Representations in Neural Stacks
Neural network architectures have been augmented with differentiable sta...
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09/08/2018