Casa
test brain 367

PDF] Low-Dimensional Structure in the Space of Language Representations is Reflected in Brain Responses

Por um escritor misterioso

Descrição
An encoder-decoder transfer learning method from computer vision is adapted to investigate the structure among 100 different feature spaces extracted from hidden representations of various networks trained on language tasks and reveals a low-dimensional structure where language models and translation models smoothly interpolate between word embeddings, syntactic and semantic tasks, and future word embedDings. How related are the representations learned by neural language models, translation models, and language tagging tasks? We answer this question by adapting an encoder-decoder transfer learning method from computer vision to investigate the structure among 100 different feature spaces extracted from hidden representations of various networks trained on language tasks. This method reveals a low-dimensional structure where language models and translation models smoothly interpolate between word embeddings, syntactic and semantic tasks, and future word embeddings. We call this low-dimensional structure a language representation embedding because it encodes the relationships between representations needed to process language for a variety of NLP tasks. We find that this representation embedding can predict how well each individual feature space maps to human brain responses to natural language stimuli recorded using fMRI. Additionally, we find that the principal dimension of this structure can be used to create a metric which highlights the brain's natural language processing hierarchy. This suggests that the embedding captures some part of the brain's natural language representation structure.
PDF] Low-Dimensional Structure in the Space of Language Representations is Reflected in Brain Responses
Norman's Three Levels of Design
PDF] Low-Dimensional Structure in the Space of Language Representations is Reflected in Brain Responses
Degrees of algorithmic equivalence between the brain and its DNN models: Trends in Cognitive Sciences
PDF] Low-Dimensional Structure in the Space of Language Representations is Reflected in Brain Responses
Frontiers Understanding Language Reorganization With Neuroimaging: How Language Adapts to Different Focal Lesions and Insights Into Clinical Applications
PDF] Low-Dimensional Structure in the Space of Language Representations is Reflected in Brain Responses
Brain Coding of Social Network Structure
PDF] Low-Dimensional Structure in the Space of Language Representations is Reflected in Brain Responses
Studies in Medieval and Early Modern Culture
PDF] Low-Dimensional Structure in the Space of Language Representations is Reflected in Brain Responses
PDF] Low-Dimensional Structure in the Space of Language Representations is Reflected in Brain Responses
PDF] Low-Dimensional Structure in the Space of Language Representations is Reflected in Brain Responses
The promise of a model-based psychiatry: building computational models of mental ill health - The Lancet Digital Health
PDF] Low-Dimensional Structure in the Space of Language Representations is Reflected in Brain Responses
Mental rotation - Wikipedia
PDF] Low-Dimensional Structure in the Space of Language Representations is Reflected in Brain Responses
PDF] Low-Dimensional Structure in the Space of Language Representations is Reflected in Brain Responses
PDF] Low-Dimensional Structure in the Space of Language Representations is Reflected in Brain Responses
Semantic Representations during Language Comprehension Are Affected by Context
PDF] Low-Dimensional Structure in the Space of Language Representations is Reflected in Brain Responses
Abstract representations emerge naturally in neural networks trained to perform multiple tasks
PDF] Low-Dimensional Structure in the Space of Language Representations is Reflected in Brain Responses
Full article: Survey on frontiers of language and robotics
PDF] Low-Dimensional Structure in the Space of Language Representations is Reflected in Brain Responses
Full article: Deep learning for topological photonics
de por adulto (o preço varia de acordo com o tamanho do grupo)