Textsammanfattning och textexpansion

Prompt Engineering med OpenAI API

Fouad Trad

Machine Learning Engineer

Textsammanfattning

Komprimerar text till kortare format
Effektiviserar affärsprocesser
- Finans -> sammanfattar långa rapporter
- Marknadsföring -> omvandlar kundfeedback till handlingsbara insikter
LLM:er kan sammanfatta texter med effektiva promptar

Bild som visar hur sammanfattning omvandlar en hög böcker till ett dokument med en sammanfattning.

Ineffektiv prompt

Anger bara texten som ska sammanfattas

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.

Förbättra prompten

Utdatabegränsningar
Utdatastruktur
Sammanfattningsfokus

Bild som visar en person som kliver upp ett steg som tecken på förbättring.

Effektiv prompt: utdatabegränsningar

Ange antal meningar, ord eller tecken

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.

Effektiv prompt: utdatastruktur

Ange utdatastruktur

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.

Effektiv prompt: sammanfattningsfokus

Be modellen fokusera på specifika delar av texten

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))

Effektiv prompt: sammanfattningsfokus

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.

Textexpansion

Genererar text från idéer eller punktlistor
Förbättrar effektivitet och produktivitet
LLM:er kan expandera text med välformulerade promptar

Bild som förklarar att textexpansion handlar om att generera en fullständig text utifrån några korta idéer eller krav.

Promptar för textexpansion

Be modellen expandera avgränsad text
Lyft fram aspekter att fokusera på
Ange krav på utdata (ton, längd, struktur, målgrupp)

Ikon som visar en penna som skriver i ett anteckningsblock.

Expandera tjänstebeskrivning

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))

Expandera tjänstebeskrivning

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.

Nu kör vi en övning!

Prompt Engineering med OpenAI API