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📄 Это исследование оценивает 14 техник prompt-инжиниринга для 10 задач в области Software Engineering, используя 4 разных LLM.

Методология 🔧:

● Эффективность оценивалась с помощью метрик: Accuracy, F1 score, CodeBLEU, BLEU.

● Анализировались лингвистические характеристики prompt'ов: лексическое разнообразие, число токенов и их связь с качеством ответа.

● Применялась контрастивная интерпретация, чтобы выявить ключевые факторы, влияющие на результативность техник.

📌 Выводы помогут понять, какие типы prompt'ов реально работают в инженерных задачах и почему.

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📄 Это исследование оценивает 14 техник prompt-инжиниринга для 10 задач в области Software Engineering, используя 4 разных LLM.

Методология 🔧:

● Эффективность оценивалась с помощью метрик: Accuracy, F1 score, CodeBLEU, BLEU.

● Анализировались лингвистические характеристики prompt'ов: лексическое разнообразие, число токенов и их связь с качеством ответа.

● Применялась контрастивная интерпретация, чтобы выявить ключевые факторы, влияющие на результативность техник.

📌 Выводы помогут понять, какие типы prompt'ов реально работают в инженерных задачах и почему.

Читать

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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. Lastly, the web previews of t.me links have been given a new look, adding chat backgrounds and design elements from the fully-features Telegram Web client. Channels are not fully encrypted, end-to-end. All communications on a Telegram channel can be seen by anyone on the channel and are also visible to Telegram. Telegram may be asked by a government to hand over the communications from a channel. Telegram has a history of standing up to Russian government requests for data, but how comfortable you are relying on that history to predict future behavior is up to you. Because Telegram has this data, it may also be stolen by hackers or leaked by an internal employee. Given the pro-privacy stance of the platform, it’s taken as a given that it’ll be used for a number of reasons, not all of them good. And Telegram has been attached to a fair few scandals related to terrorism, sexual exploitation and crime. Back in 2015, Vox described Telegram as “ISIS’ app of choice,” saying that the platform’s real use is the ability to use channels to distribute material to large groups at once. Telegram has acted to remove public channels affiliated with terrorism, but Pavel Durov reiterated that he had no business snooping on private conversations. Ukrainian forces have since put up a strong resistance to the Russian troops amid the war that has left hundreds of Ukrainian civilians, including children, dead, according to the United Nations. Ukrainian and international officials have accused Russia of targeting civilian populations with shelling and bombardments.
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