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02/14/2023
The Stable Entropy Hypothesis and Entropy-Aware Decoding: An Analysis and Algorithm for Robust Natural Language Generation
State-of-the-art language generation models can degenerate when applied ...
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03/24/2022
Evaluating Distributional Distortion in Neural Language Modeling
A fundamental characteristic of natural language is the high rate at whi...
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12/01/2021
Systematic Generalization with Edge Transformers
Recent research suggests that systematic generalization in natural langu...
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10/13/2021
Compositional Generalization in Dependency Parsing
Compositionality, or the ability to combine familiar units like words in...
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04/18/2021
Linguistic dependencies and statistical dependence
What is the relationship between linguistic dependencies and statistical...
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04/17/2021
Characterizing Idioms: Conventionality and Contingency
Idioms are unlike other phrases in two important ways. First, the words ...
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04/14/2021
Jointly Learning Truth-Conditional Denotations and Groundings using Parallel Attention
We present a model that jointly learns the denotations of words together...
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10/09/2020
Recursive Top-Down Production for Sentence Generation with Latent Trees
We model the recursive production property of context-free grammars for ...
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05/12/2020
Exploiting Syntactic Structure for Better Language Modeling: A Syntactic Distance Approach
It is commonly believed that knowledge of syntactic structure should imp...
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05/08/2020
Probing Linguistic Systematicity
Recently, there has been much interest in the question of whether deep n...
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12/12/2019
CLOSURE: Assessing Systematic Generalization of CLEVR Models
The CLEVR dataset of natural-looking questions about 3D-rendered scenes ...
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06/27/2019
Morphological Irregularity Correlates with Frequency
We present a study of morphological irregularity. Following recent work,...
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10/31/2017
Mildly context sensitive grammar induction and variational bayesian inference
We define a generative model for a minimalist grammar formalism. We pres...
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10/31/2017