22 citations · 45 across the 5 of their papers we have counts for
6 papers
Why Linguistics Will Thrive in the 21st Century: A Reply to Piantadosi (2023)
Jordan Kodner, Sarah Payne, Jeffrey Heinz
We present a critical assessment of Piantadosi's (2023) claim that "Modern language models refute Chomsky's approach to language," focusing on four main points. First, despite the…
MLRegTest: A Benchmark for the Machine Learning of Regular Languages
Sam van der Poel, Dakotah Lambert, Kalina Kostyszyn +9
Synthetic datasets constructed from formal languages allow fine-grained examination of the learning and generalization capabilities of machine learning systems for sequence classif…
The SIGMORPHON 2019 Shared Task: Morphological Analysis in Context and Cross-Lingual Transfer for Inflection
Arya D. McCarthy, Ekaterina Vylomova, Shijie Wu +9
The SIGMORPHON 2019 shared task on cross-lingual transfer and contextual analysis in morphology examined transfer learning of inflection between 100 language pairs, as well as cont…
Learning with Partially Ordered Representations
Jane Chandlee, Remi Eyraud, Jeffrey Heinz +2
This paper examines the characterization and learning of grammars defined with enriched representational models. Model-theoretic approaches to formal language theory traditionally…
Subregular Complexity and Deep Learning
Enes Avcu, Chihiro Shibata, Jeffrey Heinz
This paper argues that the judicial use of formal language theory and grammatical inference are invaluable tools in understanding how deep neural networks can and cannot represent…
Symbolic Planning and Control Using Game Theory and Grammatical Inference
Jie Fu, Herbert G. Tanner, Jeffrey Heinz +3
This paper presents an approach that brings together game theory with grammatical inference and discrete abstractions in order to synthesize control strategies for hybrid dynamical…