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Neural Networks as Cognitive Models of the Processing of Syntactic


Neural Networks as Cognitive Models of the Processing of Syntactic ...

Unlike traditional cognitive models, which explicitly implement the mechanisms that researchers hypothesize are used by humans, processing ...

Neural Networks as Cognitive Models of the Processing of Syntactic ...

We explore the viability of neural network language models-broad-coverage systems trained to predict the next word in a corpus-as a framework ...

Neural Networks as Cognitive Models of the Processing of Syntactic

the strengths and limitations of neural networks as a tool for understanding human syntactic processing. 21. Keywords: computational modeling, ...

Neural Networks as Cognitive Models of the Processing of Syntactic ...

The processing mechanisms the model. OPEN MIND: Discoveries in Cognitive Science. 559. Neural Networks as Cognitive Models Arehalli and Linzen. Page 3. develops ...

Neural Networks as Cognitive Models of the Processing of Syntactic ...

The viability of neural network language models—broad-coverage systems trained to predict the next word in a corpus—as a framework for addressing syntactic ...

Neural Networks as Cognitive Models of the Processing of Syntactic ...

Abstract Languages are governed by syntactic constraints—structural rules that determine which sentences are grammatical in the language.

Neural Networks as Cognitive Models of the Processing of Syntactic ...

TL;DR: Neural networks can simulate some aspects of human syntactic processing, such as agreement attraction, but fail to capture other aspects, such as ...

Tal Linzen

Computational Linguistics. [link]. Suhas Arehalli & Tal Linzen (2024). Neural networks as cognitive models of the processing of syntactic constraints. Open ...

Tal Linzen - X

... models of human language processing? Humans make syntactic ... Neural Networks as Cognitive Models of the Processing of Syntactic Constraints.

A Comprehensive Comparison of Neural Networks as Cognitive ...

Neural networks have long been at the center of a debate around the cognitive mechanism by which humans process inflectional morphology. This debate has ...

Evaluating recurrent neural networks as cognitive models of syntax

Agreement processing in RNNs. We trained recurrent neural networks (RNNs) with 50 Long. Short-Term Memory (LSTM) units (Hochreiter & Schmidhuber,. 1997) in one ...

Neural Network Models of Language Acquisition and Processing

in the next sections, neural network models of syntactic ... (Eds.), Proceedings of the 3rd Work- shop on Cognitive Modeling and Computational Linguistics. (pp.

Neural Connectivity in Syntactic Movement Processing - PMC - NCBI

... syntactic movement which may be supported by a left hemisphere network including the TPJ and the IFG. Two neurocognitive models of auditory ...

The roles of neural networks in language acquisition - OSF

... cognitive models, are not designed to model human processing, yet they seem ... Computational cognitive modeling for syntactic acquisition: Approaches ...

Syntactic category disambiguation with neural networks

... networks may be a new and useful approach to building human language processing models. ... Processing: Explorations in the Microstructure of Cognition ...

Seminar: Neural networks as cognitive models of syntax

Seminar: Neural networks as cognitive models of syntax. April 8, 2022 ... syntactic generalization capabilities of contemporary neural network ...

Neural network models of language acquisition and processing

As we shall see in the next sections, neural network models of syntactic processing ... In Proceedings of the 3rd Workshop on Cognitive Modeling and Computational ...

A Systematic Assessment of Syntactic Generalization in Neural ...

... linguistic knowledge in models. Expand. 6 Citations · PDF. Add to Library. Alert. Neural Networks as Cognitive Models of the Processing of Syntactic Constraints.

The neurofunctional network of syntactic processing: cognitive ...

Despite representational and operational differences then, both theories propose a tight relationship between syntax and semantics whereby syntactic form ...

Syntactic Structure from Deep Learning - Annual Reviews

Quantity doesn't buy quality syntax with neural language models. Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the ...