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To Code, or Not To Code? Насколько важны данные с кодом в претрейне LLM? (by Cohere)

Да, код нужен, и очень сильно. На самом деле уже довольно давно был консенсус на этот счёт, но подробно влияние кода не изучали.

Теперь можно ставить точку в этом вопросе — в Cohere проделали очень подробный ablation study: данные с кодом улучшают не только кодинг и ризонинг, но и даже world knowledge! То есть после их добавления в претрейн модели лучше запоминают текстовые знания.

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To Code, or Not To Code? Насколько важны данные с кодом в претрейне LLM? (by Cohere)

Да, код нужен, и очень сильно. На самом деле уже довольно давно был консенсус на этот счёт, но подробно влияние кода не изучали.

Теперь можно ставить точку в этом вопросе — в Cohere проделали очень подробный ablation study: данные с кодом улучшают не только кодинг и ризонинг, но и даже world knowledge! То есть после их добавления в претрейн модели лучше запоминают текстовые знания.

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You may recall that, back when Facebook started changing WhatsApp’s terms of service, a number of news outlets reported on, and even recommended, switching to Telegram. Pavel Durov even said that users should delete WhatsApp “unless you are cool with all of your photos and messages becoming public one day.” But Telegram can’t be described as a more-secure version of WhatsApp. A Russian Telegram channel with over 700,000 followers is spreading disinformation about Russia's invasion of Ukraine under the guise of providing "objective information" and fact-checking fake news. Its influence extends beyond the platform, with major Russian publications, government officials, and journalists citing the page's posts. Now safely in France with his spouse and three of his children, Kliuchnikov scrolls through Telegram to learn about the devastation happening in his home country. As a result, the pandemic saw many newcomers to Telegram, including prominent anti-vaccine activists who used the app's hands-off approach to share false information on shots, a study from the Institute for Strategic Dialogue shows. Either way, Durov says that he withdrew his resignation but that he was ousted from his company anyway. Subsequently, control of the company was reportedly handed to oligarchs Alisher Usmanov and Igor Sechin, both allegedly close associates of Russian leader Vladimir Putin.
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