GenBench: Mapping out the Landscape of Generalization Research

About this episode

From ChatGPT to Google Gemini, large language models are now increasingly important in our everyday lives. These models are part of the field of natural language processing – or ‘NLP’ – which studies how machines understand and generate human language. Most NLP systems are built using machine learning, and vast amounts of language data are used as training material. Afterwards, a successfully trained model should be able to handle new scenarios. This ability is called ‘generalization’. For large language models that generalize well, a conversation about a topic it hasn’t been trained on, such as new scientific discoveries, should not be a problem. Read More

Original Article Reference

Summary of the paper ‘A taxonomy and review of generalization research in NLP’, in Nature Machine Intelligence, doi.org/10.1038/s42256-023-00729-y

Contact

For further information, you can connect with Dieuwke Hupkes at dieuwkehupkes@meta.com

 

This work is licensed under a Creative Commons Attribution 4.0 International LicenseCreative Commons License

What does this mean?

Share: You can copy and redistribute the material in any medium or format

Adapt: You can change, and build upon the material for any purpose, even commercially.

Credit: You must give appropriate credit, provide a link to the license, and indicate if changes were made.

Are you ready to increase the impact of your research?

More episodes

Professor Masanori Shimono | Using AI to Reveal the Brain’s Hidden Patterns

New research has revealed a groundbreaking method for systematically understanding the relationships between different...

Raphael Gloeckle | Useful, Useless and Harmful Capitalists

Capitalism is the prevailing economic system around the world. Some hate it, some love it. Some see capitalists as...

Dr. Allen Place | Small but Deadly: The Story of Karlodinium veneficum

The oceans are vast and teeming with life, but survival in this watery realm is no less competitive than on land....

Dr Paul Edwards | Rethinking Cancer: Could Much of Tumour Behaviour Be the Body’s Normal Healing Response?

Much cancer research investigates why tumours behave the way they do. Many researchers believe that tumours manipulate...

Dr. Philippe Vangrieken | New Insights into Preeclampsia: Advancing from Vascular Health Challenges to Early Diagnosis

Preeclampsia is a serious condition that affects up to 8% of pregnancies, leading to high blood pressure and organ...

Dr. Chandrika Varadachari | Caged Urea: A Smart Fertilizer That Boosts Crop Yields and Protects the Environment

In an era of increasing urgency to address environmental degradation, the impact of conventional agricultural...

Stay Up To Date With SciTube

Subscribe to receive our latest videos straight to your mailbox

 

Follow Us On: