Text transformation

ChatGPT Prompt Engineering for Developers

Fouad Trad

Machine Learning Engineer

Text transformation

Transforms given text to create a new text
Has many applications
- Language translation
- Tone adjustments
- Writing improvement

Image showing how we move from an original text to a transformed text having a very similar representation.

Language translation

Specify input and output language in prompt

text = "XYZ Scooter is a cutting-edge electric scooter designed for urban 
adventurers. Its sleek design, long-lasting battery, and smart connectivity offer 
a seamless and eco-friendly way to navigate city streets."

prompt = f"""Translate the English text delimited by triple backticks to French:
           ```{text}```"""
print(get_response(prompt))

XYZ Scooter est une trottinette électrique de pointe conçue pour les aventuriers 
urbains. Avec son design élégant, sa batterie longue durée et sa connectivité 
intelligente, elle offre un moyen fluide et respectueux de l'environnement de se 
déplacer dans les rues de la ville.

If text language is unknown ...

text = "Das Produkt ist wirklich schön, und der Preis ist fair."

Ask the model to specify text language

prompt = f"""Tell me which language is the text delimited by triple backticks:
           ```{text}```"""

print(get_response(prompt))

The text delimited by triple backticks (```) is in the German language.

Multilingual translation

Translate to multiple languages simultaneously

text = "The product combines top quality with a fair price."
prompt =  f"""Translate the English text delimited by triple backticks to French, 
Spanish, and German:
```{text}```"""

French: Le produit allie une qualité supérieure à un prix équitable.
Spanish: El producto combina una calidad superior con un precio justo.
German: Das Produkt vereint Spitzenqualität mit einem fairen Preis.

Note: Model translations need to be verified if customers are involved

Tone adjustment

Re-write text in a different tone

text = "Hey there! Check out our awesome summer deals! They're super cool, and you 
won't want to miss them. Grab 'em now!"


prompt = f"""Write the text delimited by triple backticks using a formal and 
persuasive tone:
```{text}```"""

print(get_response(prompt))

Tone adjustment

Dear [Recipient's Name],

We cordially invite you to explore our exceptional summer offers! These exclusive 
deals are truly extraordinary and should not be missed. Time is limited, so we 
encourage you to seize these incredible opportunities promptly.

[...]

Don't miss out on this chance! Take swift action to secure these remarkable summer 
deals before they expire. You won't find a more enticing selection of offers 
elsewhere.

[...]

Tone adjustment: specify audience

text = "Our cutting-edge widget employs state-of-the-art microprocessors and 
advanced algorithms, delivering unparalleled efficiency and performance for a wide 
range of applications."


prompt = f"""Write the text delimited by triple backticks to be suitable for
a non-technical audience:
```{text}```"""

print(get_response(prompt))

Our advanced widget uses the latest technology to provide exceptional efficiency 
and performance for a variety of uses.

Grammar and writing improvements

Correct spelling, grammar, and punctuation mistakes without modifying other aspects

text = "Dear sir, I wanted too discus a potentiel opportunity for colabration. 
Pls let me know wen you're avaliable."

prompt = f"""Proofread the text delimited by triple backticks while keeping the 
original text structure intact:
           ```{text}```"""
print(get_response(prompt))

Dear sir, I wanted to discuss a potential opportunity for collaboration. Please 
let me know when you are available.

Grammar and writing improvements

Enhance clarity by modifying text structure

text = "Dear sir, I wanted too discus a potentiel opportunity for colabration. 
Pls let me know wen you're avaliable."

prompt = f"""Proofread and restructure the text delimited by triple backticks for 
enhanced readability, flow, and coherence:
           ```{text}```"""
print(get_response(prompt))

Dear sir,

I wanted to discuss with you a potential opportunity for collaboration. 
Please let me know your availability.

Thank you.

Multiple transformations

Ask for multiple transformations at once -> multi-step prompts

text = "omg, I cant believe how awesome this product is! Its like the best thing ever! You guys gotta 
try it out!"

prompt = f"""Transform the text delimited by triple backticks with the following two steps:
             Step 1 - Proofread it without changing its structure
             Step 2 - Change the tone to be professional
           ```{text}```"""
response = get_response(prompt)

Step 1 - OMG, I can't believe how awesome this product is! It's like the best thing ever! You guys 
gotta try it out!
Step 2 - I am astounded by the exceptional qualities of this product. It represents a remarkable 
solution that surpasses expectations. I highly recommend trying it out, as its benefits are truly 
impressive.

Let's practice!

ChatGPT Prompt Engineering for Developers