Sumarizace a rozšiřování textu

Prompt Engineering s OpenAI API

Fouad Trad

Machine Learning Engineer

Sumarizace textu

Zkracuje text do stručnější podoby
Zjednodušuje obchodní procesy
- Finance -> sumarizuje rozsáhlé zprávy
- Marketing -> převádí zpětnou vazbu zákazníků na praktické poznatky
LLM dokáží sumarizovat texty pomocí efektivních promptů

Obrázek znázorňující, jak sumarizace převádí hromadu knih na dokument se shrnutím.

Neefektivní prompt

Určuje pouze text k sumarizaci

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.

Vylepšení promptu

Limity výstupu
Struktura výstupu
Zaměření sumarizace

Obrázek znázorňující osobu stoupající o stupeň výš jako znak zlepšení.

Efektivní prompt: limity výstupu

Určete počet vět, slov nebo znaků

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.

Efektivní prompt: struktura výstupu

Určete strukturu výstupu

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.

Efektivní prompt: zaměření sumarizace

Požádejte model, aby se zaměřil na konkrétní části textu

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))

Efektivní prompt: zaměření sumarizace

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.

Rozšiřování textu

Generuje text z nápadů nebo odrážek
Zvyšuje efektivitu a produktivitu
LLM dokáží text rozšiřovat pomocí vhodných promptů

Obrázek vysvětlující, že rozšiřování textu spočívá v generování úplného textu na základě několika nápadů nebo požadavků.

Prompty pro rozšiřování textu

Požádejte model o rozšíření ohraničeného textu
Zdůrazněte aspekty, na které se zaměřit
Určete požadavky na výstup (tón, délka, struktura, cílová skupina)

Ikona znázorňující tužku píšící do zápisníku.

Rozšíření popisu služby

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))

Rozšíření popisu služby

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.

Pojďme procvičovat!

Prompt Engineering s OpenAI API