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_posts/2021-12-27-illustrated-retro.md

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_posts/2022-01-03-illustrated-retrieval-transformer.md

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<span class="discussion">Discussion: <a href="https://github.com/jalammar/jalammar.github.io/discussions/21">Discussion Thread</a> for comments, corrections, or any feedback. </span>
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<span class="discussion">Translations: <a href="https://habr.com/ru/post/648705/">Russian</a>
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<span class="discussion">Translations: <a href="https://chloamme.github.io/2022/01/08/illustrated-retrieval-transformer-korean.html">Korean</a>, <a href="https://habr.com/ru/post/648705/">Russian</a>
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**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.

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