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The Illustrated Retrieval Transformer - Vimarsana News

The Illustrated Retrieval Transformer

Discussion: Discussion Thread for comments, corrections, or any feedback. Summary: The latest batch of language models can be much smaller yet achieve GPT-3 like performance by being able to query a database or search the web for information. A key indication is that building larger and larger models is not the only way to improve performance. The last few years saw the rise of Large Language Models (LLMs) – machine learning models that rapidly improve how machines process and generate language. Some of the highlights since 2017 include: The original Transformer breaks previous performanc...

Improving Language Models by Retrieving from Trillions of Tokens - Vimarsana News

Improving Language Models by Retrieving from Trillions of Tokens

We explore an alternate path for improving language models: we augment transformers with retrieval over a database of text passages including web pages, books, news and code.