4 ms·
Are there ways that an AI practitioner would be able to tell whether a neural network is doing human-style symbolic reasoning?
by odyssey7 8y ago
Are there ways that an AI practitioner would be able to tell whether a neural network is doing human-style symbolic reasoning?
- karmasimida 8y agoGood question. I don't think we do actually. The only reason I am convinced it is NOT doing a good job, is how utterly difficult to apply NN to dialog generation/management domain of business, often time it behaves much worse than rule-based systems.
- bsaul 8y agoAs mentioned in the original article, being able to reuse part of a network trained on one task, on another different task that shares a subset of concepts, would indicate something like the understanding of a concept has emerged.
- darkmighty 8y agoYou'd be able to tell if every brain structure was replicated by a NN analogue (and we understood them sufficiently well). Otherwise you can only use behavioral replication (i.e. Turing tests) to infer it.
- antidesitter 8y agoIQ tests [1] and one-shot learning come to mind. [1] https://arxiv.org/abs/1807.04225 https://arxiv.org/abs/1807.04225