Deepmind Technologies Limited

Gdm Holding LLC

Nathaniel John McAleese-Park

Geoffrey Irving

Lisa Anne Marie Hendricks

Amelia Marita Claudia Glaese

Saffron Shan Huang

Ethan Josean Perez

Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for enabling a user to conduct a dialogue. Implementations of the system learn when to rely on supporting evidence, obtained from an external search system via a search system interface, and are also able to generate replies for the user that align with the preferences of a previously trained response selection neural network. Implementations of the system can also use a previously trained rule violation detection neural network to generate replies that take account of previously learnt rules.

Guided dialogue using language generation neural networks and search

Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for adjusting a target neural network using automatically generated test cases before deployment of the target neural network in a deployment environment. One of the methods may include generating a plurality of test inputs by using a test case generation neural network; processing the plurality of test inputs using a target neural network to generate one or more test outputs for each test input; and identifying, from the one or more test outputs generated by the target neural network for each test input, failing test inputs that result in generation of test outputs by the target neural network that fail one or more criteria.

Using automatically uncovered failure cases to improve the performance of neural networks

Growing community of inventors

London, United Kingdom

Nathaniel John McAleese-Park