Rezumare și expandare de text

Prompt Engineering cu OpenAI API

Fouad Trad

Machine Learning Engineer

Rezumarea textului

Condensează textul într-un format mai scurt
Eficientizează procesele de afaceri
- Finanțe -> rezumă rapoarte lungi
- Marketing -> transformă feedback-ul clienților în informații utile
LLM-urile pot rezuma texte cu prompturi eficiente

Imagine care arată cum rezumarea transformă o grămadă de cărți într-un document cu un rezumat.

Prompt ineficient

Specifică doar textul de rezumat

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.

Îmbunătățirea promptului

Limite pentru rezultat
Structura rezultatului
Focalizarea rezumării

Imagine reprezentând o persoană care urcă o treaptă, ca semn al îmbunătățirii.

Prompt eficient: limitele rezultatului

Specificați numărul de propoziții, cuvinte sau caractere

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.

Prompt eficient: structura rezultatului

Specificați structura rezultatului

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.

Prompt eficient: focalizarea rezumării

Solicitați modelului să se concentreze pe anumite părți ale textului

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))

Prompt eficient: focalizarea rezumării

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.

Expandarea textului

Generează text din idei sau puncte-cheie
Îmbunătățește eficiența și productivitatea
LLM-urile pot expanda text cu prompturi bine formulate

Imagine care explică faptul că expandarea textului presupune generarea unui text complet pe baza unor idei sau cerințe.

Prompturi pentru expandarea textului

Solicitați modelului să expandeze textul delimitat
Indicați aspectele pe care să se concentreze
Specificați cerințele pentru rezultat (ton, lungime, structură, audiență)

Pictogramă reprezentând un creion care scrie într-un caiet.

Expandarea descrierii unui serviciu

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))

Expandarea descrierii unui serviciu

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.

Să exersăm!

Prompt Engineering cu OpenAI API