How to teach Transformers to care about word order
State-of-the-art performance boost. Amazon Research just cracked a fundamental Transformer limitation that every AI team needs to understand.

Why it matters
This addresses a core architectural challenge in language models that could impact how companies approach NLP tasks and model selection for production systems.
The key facts
3 to knowNew position encoding scheme improves state-of-the-art performance
Addresses fundamental word order limitation in Transformers
Tested across multiple natural-language-processing tasks
Go to the source
Amazon Scienceamazon.science
Publisher excerpt: New position encoding scheme improves state-of-the-art performance on several natural-language-processing tasks.

