Metin özetleme ve genişletme

OpenAI API ile Prompt Engineering

Fouad Trad

Machine Learning Engineer

Metin özetleme

Metni daha kısa bir biçime yoğunlaştırır
İş süreçlerini hızlandırır
- Finans -> uzun raporları özetler
- Pazarlama -> müşteri geri bildirimini eyleme dönüştürülebilir içgörülere çevirir
Etkili istemlerle LLM’ler metinleri özetleyebilir

Özetlemenin bir kitap yığınını, özet içeren bir belgeye dönüştürdüğünü gösteren görsel.

Etkisiz istem

Yalnızca özetlenecek metni belirtir

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.

İstem iyileştirme

Çıktı sınırları
Çıktı yapısı
Özetleme odağı

İyileşmeyi simgeleyen, bir basamaktan daha yükseğine çıkan bir kişiyi gösteren görsel.

Etkili istem: çıktı sınırları

Cümle, kelime, karakter sayısını belirtin

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.

Etkili istem: çıktı yapısı

Çıktı yapısını belirtin

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.

Etkili istem: özetleme odağı

Modelden metnin belirli kısımlarına odaklanmasını isteyin

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))

Etkili istem: özetleme odağı

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.

Metin genişletme

Fikirlerden veya madde işaretlerinden metin üretir
Verimlilik ve üretkenliği artırır
İyi kurgulanmış istemlerle LLM'ler metni genişletebilir

Metin genişletmenin, birkaç fikir veya gereksinime dayalı tam metin üretmek olduğunu açıklayan görsel.

Metin genişletme istemleri

Modelden sınırlandırılmış metni genişletmesini isteyin
Odaklanılacak yönleri vurgulayın
Çıktı gereksinimlerini verin (ton, uzunluk, yapı, hedef kitle)

Bir deftere yazı yazan kalem simgesi.

Hizmet açıklamasını genişletme

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))

Hizmet açıklamasını genişletme

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.

Hadi pratik yapalım!

OpenAI API ile Prompt Engineering