Can cognitive neuroscience inform neuro-symbolic models?

Can recent studies which improve our understanding of how the human brain is involved in processing language possibly help inform neural-symbolic language models?

Tags: papers cognitive-neuroscience program-representation 

  1. IJCAI-2021
    Can Cognitive Neuroscience inform Neuro-Symbolic Models?
    Srikant, Shashank, and O’Reilly, Una-May
    In Is Neuro-Symbolic SOTA still a myth for Natural Language Inference? The first workshop, IJCAI 2021

Abstract

The use of neuro-symbolic methods to supplement the performance of deep learning based natural language inference models has witnessed a resurgence. In this work, we review three sets of recent results in human cognition experiments – in natural language comprehension, in natural language inference, and in computer program comprehension - a field bearing similarities to natural language. In light of these three works, we discuss the broader role cognitive neuroscience can play in informing the design of neuro-symbolic inference model architectures for language.

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