Суммаризация и расширение текста

Разработка промптов с OpenAI API

Fouad Trad

Machine Learning Engineer

Суммаризация текста

Сжимает текст до более краткого формата
Упрощает бизнес-процессы
- Финансы -> суммирует объёмные отчёты
- Маркетинг -> преобразует отзывы клиентов в практические выводы
LLM умеют суммировать тексты с помощью грамотных промптов

Изображение, показывающее, как суммаризация превращает стопку книг в документ с кратким содержанием.

Неэффективный промпт

Указывается только текст для суммаризации

text = "I recently purchased your XYZ Smart Watch and wanted to provide some feedback
based on my experience with the product. I must say that I'm impressed with the sleek design 
and build quality of the watch. It feels comfortable on the wrist and looks great with any 
outfit. The touchscreen is responsive and easy to navigate through the various features."


prompt = f"""Summarize the text delimited by triple backticks:
           ```{text}```"""
print(get_response(prompt))

The author purchased the XYZ Smart Watch and is impressed with its sleek design, build 
quality, and comfortable fit on the wrist. They find the touchscreen responsive and 
user-friendly for navigating the watch's features.

Улучшение промпта

Ограничение вывода
Структура вывода
Фокус суммаризации

Изображение человека, поднимающегося на ступеньку выше как символ улучшения.

Эффективный промпт: ограничение вывода

Укажите количество предложений, слов или символов

text = "I recently purchased your XYZ Smart Watch and wanted to provide some feedback
based on my experience with the product. I must say that I'm impressed with the sleek design 
and build quality of the watch. It feels comfortable on the wrist and looks great with any 
outfit. The touchscreen is responsive and easy to navigate through the various features."


prompt = f"""Summarize the text delimited by triple backticks in one sentence:
           ```{text}```"""
print(get_response(prompt))

The customer is impressed with the sleek design, build quality, comfort, and responsiveness 
of the XYZ Smart Watch's touch screen.

Эффективный промпт: структура вывода

Укажите структуру вывода

text = "I recently purchased your XYZ Smart Watch and wanted to provide some feedback
based on my experience with the product. I must say that I'm impressed with the sleek design 
and build quality of the watch. It feels comfortable on the wrist and looks great with any 
outfit. The touchscreen is responsive and easy to navigate through the various features."


prompt = f"""Summarize the text delimited by triple backticks, in at most three bullet points.
           ```{text}```"""
print(get_response(prompt))

- The XYZ Smart Watch has a sleek and impressive design with  excellent build quality.
- It feels comfortable on the wrist and complements any outfit.
- The touch screen is responsive and user-friendly for easy navigation through the features.

Эффективный промпт: фокус суммаризации

Попросите модель сосредоточиться на конкретных частях текста

text = "I recently purchased your XYZ Smart Watch and wanted to provide some feedback
based on my experience with the product. I must say that I'm impressed with the sleek design 
and build quality of the watch. It feels comfortable on the wrist and looks great with any 
outfit. The touchscreen is responsive and easy to navigate through the various features."


prompt = f"""Summarize the review delimited by triple backticks, in three sentences, 
focusing on the key features and user experience:
           ```{text}```"""
print(get_response(prompt))

Эффективный промпт: фокус суммаризации

The customer purchased the XYZ Smart Watch and was impressed with its sleek design 
and build quality. 
They found it comfortable to wear and versatile enough to match any outfit. 
The touch screen was responsive and user-friendly, making it easy to navigate 
through the watch's features.

Расширение текста

Генерирует текст на основе идей или тезисов
Повышает эффективность и производительность
LLM умеют расширять текст с помощью грамотных промптов

Изображение, поясняющее, что расширение текста — это генерация полного текста на основе кратких идей или требований.

Промпты для расширения текста

Попросите модель расширить выделенный текст
Укажите аспекты, на которых нужно сосредоточиться
Задайте требования к выводу (тон, объём, структура, аудитория)

Иконка с карандашом, пишущим в блокноте.

Расширение описания услуги

service_description = """Service: Social XYZ
- Social Media Strategy Development
- Content Creation and Posting 
- Audience Engagement and Community Building
- Increased Brand Visibility
- Enhanced Customer Engagement
- Data-Driven Marketing Decisions"""

prompt = f"""Expand the description for the Social XYZ service delimited by triple 
backticks to provide an overview of its features and benefits, without bypassing 
the limit of two sentences. Use a professional tone.
```{service_description}```"""
print(get_response(prompt))

Расширение описания услуги

Social XYZ is a comprehensive social media service that offers strategic 
development, content creation, and posting to help businesses effectively engage 
with their target audience and build a strong online community. 

With a focus on increasing brand visibility and enhancing customer engagement, 
Social XYZ enables businesses to make data-driven marketing decisions for optimal 
results.

Давайте потренируемся!

Разработка промптов с OpenAI API