title: Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð° Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ¾Ð¹ Ð³ÐµÐ½ÐµÑÐ°ÑÐ¸Ð¸ Ð´ÐµÐ»Ð¾Ð²ÑÑ Ð¿Ð¸ÑÐµÐ¼ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½Ð¾Ð¹ ÑÐµÑÐ¸
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Development of an algorithm for automatic generation of formal letters based on a neural network
Creators: name: ÐÐ¾ÑÐ¸ÑÐµÐ², ÐÐ»ÐµÐºÑÐ°Ð½Ð´Ñ
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2021
Subjects: GPT-3
Ð³ÐµÐ½ÐµÑÐ°ÑÐ¸Ñ ÑÐµÐºÑÑÐ°
Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
ÑÐ°Ñ-Ð±Ð¾Ñ
Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ° ÐµÑÑÐµÑÑÐ²ÐµÐ½Ð½Ð¾Ð³Ð¾ ÑÐ·ÑÐºÐ°
python
text generation
neural networks
chat bot
natural language processing

description: ÐÐ°Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð³ÐµÐ½ÐµÑÐ°ÑÐ¸Ð¸ ÑÐµÐºÑÑÐ° Ð¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐµ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð°, ÑÐ¿Ð¾ÑÐ¾Ð±Ð½Ð¾Ð³Ð¾ Ð¿ÐµÑÐµÐ²Ð¾Ð´Ð¸ÑÑ Ð²Ð²ÐµÐ´ÐµÐ½Ð½ÑÐ¹ Ð¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÐµÐ»ÐµÐ¼ Ð½ÐµÑÐ¾ÑÐ¼Ð°Ð»ÑÐ½ÑÐ¹ ÑÐµÐºÑÑ Ð² ÑÐ¾ÑÐ¼Ð°Ð»ÑÐ½Ð¾Ðµ Ð¿Ð¸ÑÑÐ¼Ð¾. ÐÐ°Ð´Ð°ÑÐ¸, ÐºÐ¾ÑÐ¾ÑÑÐµ ÑÐµÑÐ°Ð»Ð¸ÑÑ Ð² ÑÐ¾Ð´Ðµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ: 1. ÐÐ·ÑÑÐµÐ½Ð¸Ðµ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð³ÐµÐ½ÐµÑÐ°ÑÐ¸Ð¸ ÑÐµÐºÑÑÐ° 2. ÐÐ·ÑÑÐµÐ½Ð¸Ðµ Ð³ÐµÐ½ÐµÑÐ°ÑÐ¸Ð¸ ÑÐµÐºÑÑÐ° Ð² Ð¼Ð¾Ð´ÐµÐ»ÑÑ GPT-3 3. ÐÐ·ÑÑÐµÐ½Ð¸Ðµ Ð½Ð°ÑÑÑÐ¾ÐµÐº Ð³ÐµÐ½ÐµÑÐ°ÑÐ¸Ð¸ ÑÐµÐºÑÑÐ° 4. Ð¡Ð¾Ð·Ð´Ð°Ð½Ð¸Ðµ Ð¼Ð¾Ð´ÐµÐ»Ð¸ Ð´Ð»Ñ Ð¿ÐµÑÐµÐ²Ð¾Ð´Ð° ÑÐµÐºÑÑÐ° 5. Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° ÑÐ°Ñ Ð±Ð¾ÑÐ° Ð´Ð»Ñ Ð¼ÐµÑÑÐµÐ½Ð´Ð¶ÐµÑÐ° Telegram Ð ÑÐ°Ð±Ð¾ÑÐµ Ð¿ÑÐ¸Ð²Ð¾Ð´Ð¸ÑÑÑ Ð¾Ð±Ð·Ð¾Ñ ÑÑÑÐµÑÑÐ²ÑÑÑÐ¸Ñ ÑÐµÑÐµÐ½Ð¸Ð¹ Ð¿Ð¾ Ð³ÐµÐ½ÐµÑÐ°ÑÐ¸Ð¸ ÑÐµÐºÑÑÐ°, Ð¾Ð¿Ð¸ÑÑÐ²Ð°ÐµÑÑÑ Ð¿ÑÐ¸Ð½ÑÐ¸Ð¿ ÑÐ°Ð±Ð¾ÑÑ Ð¼ÐµÑÐ°Ð½Ð¸Ð·Ð¼Ð° Ð²Ð½Ð¸Ð¼Ð°Ð½Ð¸Ñ, Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð³Ð¾ÑÐ¾Ð²Ð¾Ð¹ Ð¼Ð¾Ð´ÐµÐ»Ð¸ GPT-3 ÑÐ¾Ð·Ð´Ð°ÑÑÑÑ ÑÐ¾Ð±ÑÑÐ²ÐµÐ½Ð½Ð°Ñ Ð¼Ð¾Ð´ÐµÐ»Ñ, ÑÐ¿Ð¾ÑÐ¾Ð±Ð½Ð°Ñ ÑÐ¾ÑÑÐ°Ð²Ð»ÑÑÑ ÑÐ¾ÑÐ¼Ð°Ð»ÑÐ½ÑÐµ Ð¿Ð¸ÑÑÐ¼Ð°, Ð¸Ð·ÑÑÐ°ÑÑÑÑ Ð¸Ð½ÑÐµÑÑÐµÐ¹ÑÑ Ð´Ð»Ñ ÑÐ²ÑÐ·Ð¸ Ð¼ÐµÐ¶Ð´Ñ ÐºÐ»Ð¸ÐµÐ½ÑÐ¾Ð¼ Ð¸ Ð¼Ð¾Ð´ÐµÐ»ÑÑ. Ð ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐµ Ð±ÑÐ»Ð° ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð° Ð¼Ð¾Ð´ÐµÐ»Ñ, Ð³ÐµÐ½ÐµÑÐ¸ÑÑÑÑÐ°Ñ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð½ÐµÑÐ¾ÑÐ¼Ð°Ð»ÑÐ½Ð¾Ð³Ð¾ ÑÐµÐºÑÑÐ° ÑÐ¾ÑÐ¼Ð°Ð»ÑÐ½Ð¾Ðµ Ð¿Ð¸ÑÑÐ¼Ð¾, ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½ ÑÐ°Ñ-Ð±Ð¾Ñ Ð´Ð»Ñ Ð¼ÐµÑÑÐµÐ½Ð´Ð¶ÐµÑÐ° Telegram, Ñ Ð¿Ð¾Ð¼Ð¾ÑÑÑ ÐºÐ¾ÑÐ¾ÑÐ¾Ð³Ð¾ Ð¿ÑÐµÐ´Ð¾ÑÑÐ°Ð²Ð»ÑÐµÑÑÑ Ð´Ð¾ÑÑÑÐ¿ Ðº Ð¼Ð¾Ð´ÐµÐ»Ð¸.
description: The work is devoted to the study of methods for text generation and the development of an algorithm capable of translating informal text entered by the user into formal letter. Tasks that were solved in the course of the study: 1. Study of methods for text generation 2. Study of text generation in GPT-3 models 3. Study of text generation settings 4. Development of a model for text translation 5. Development of a chat bot for the Telegram messenger The paper provides an overview of existing solutions for text generation, describes the principle of operation of the attention mechanism and development process of creating own model that can compose formal letters based on GPT-3, and studies the interfaces for communication between the client and the model. As a result, a model was developed that generates a formal letter based on an informal text and a chatbot for the Telegram messenger which is used to provide access to the model.