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Borgeaud and colleagues: RETRO chunked retrieval-enhanced language modeling

Conditioned generation on retrieved text chunks using a frozen retriever and trainable encoding and cross-attention, testing large external text stores.

What is recorded here?

Conditioned generation on retrieved text chunks using a frozen retriever and trainable encoding and cross-attention, testing large external text stores.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

Retrieval-augmented generation is inherited; the contribution is the chunked architecture and scale study. Database storage, retrieval costs and data overlap remain relevant.

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People and systems

Sebastian Borgeaud; Arthur Mensch; Jordan Hoffmann; Trevor Cai; Eliza Rutherford; Katie Millican; George van den Driessche; Jean-Baptiste Lespiau; Bogdan Damoc; Aidan Clark; Diego de Las Casas; Aurelia Guy; Jacob Menick; Roman Ring; Tom Hennigan; Saffron Huang; Loren Maggiore; Chris Jones; Albin Cassirer; Andy Brock; Michela Paganini; Geoffrey Irving; Oriol Vinyals; Simon Osindero; Karen Simonyan; Jack W. Rae; Erich Elsen; Laurent Sifre

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

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English catalogue narrative

Borgeaud and colleagues: RETRO chunked retrieval-enhanced language modeling

Conditioned generation on retrieved text chunks using a frozen retriever and trainable encoding and cross-attention, testing large external text stores.

Scientific scope

Retrieval-augmented generation is inherited; the contribution is the chunked architecture and scale study. Database storage, retrieval costs and data overlap remain relevant.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Sebastian Borgeaud; Arthur Mensch; Jordan Hoffmann; Trevor Cai; Eliza Rutherford; Katie Millican; George van den Driessche; Jean-Baptiste Lespiau; Bogdan Damoc; Aidan Clark; Diego de Las Casas; Aurelia Guy; Jacob Menick; Roman Ring; Tom Hennigan; Saffron Huang; Loren Maggiore; Chris Jones; Albin Cassirer; Andy Brock; Michela Paganini; Geoffrey Irving; Oriol Vinyals; Simon Osindero; Karen Simonyan; Jack W. Rae; Erich Elsen; Laurent Sifre

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources