Discovery Projects - Grant ID: DP230102775

Funding Activity

Website
http://dataportal.arc.gov.au/NCGP/Web/Grant/Grant/DP230102775

Funding Status
Active

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Funded Activity Summary

Small Scalable Natural Language Models using Explicit Memory. Deep neural networks have had spectacular success in natural language processing, seeing wide-spread deployment as part of automatic assistant devices in homes and cars, and across many valuable industries including finance, medicine and law. Fueling this success is the use of ever larger models, with exponentially increasing training resources, accompanying hardware and energy demands. This project aims to develop more compact models, based on the incorporation of an explicit searchable memory, which will dramatically reduce model size, hardware requirements and energy usage. This will make modern natural language processing more accessible, while also providing greater flexibility, allowing for more adaptable and portable technologies.

Funded Activity Details

Start Date: 01-01-2023

End Date: 31-12-2025

Funding Scheme: Discovery Projects

Funding Amount: $480,000.00

Funder: Australian Research Council

Research Topics

ANZSRC Field of Research (FoR)

Deep learning | Knowledge representation and reasoning | Artificial intelligence | Natural language processing |

ANZSRC Socio-Economic Objective (SEO)

Other Keywords

Artificial Intelligence | Artificial intelligence | Deep learning | Environmentally Sustainable Information and Communication Services Not Elsewhere Classified | Information Systems | Knowledge representation and reasoning | Natural language processing

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