Resúmenes y ampliación de texto

Ingeniería rápida con la API de OpenAI

Fouad Trad

Machine Learning Engineer

Resumen de texto

Condensa texto en un formato más breve
Agiliza procesos de negocio
- Finanzas -> resume informes extensos
- Marketing -> convierte feedback de clientes en insights accionables
Los LLM pueden resumir textos con prompts eficaces

Imagen que muestra cómo el resumen convierte una pila de libros en un documento con un resumen.

Prompt ineficaz

Solo especifica el texto a resumir

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.

Mejorar el prompt

Límites de salida
Estructura de salida
Foco del resumen

Imagen de una persona subiendo un escalón como señal de mejora.

Prompt eficaz: límites de salida

Especifica número de oraciones, palabras, caracteres

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 eficaz: estructura de salida

Especifica la estructura de salida

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 eficaz: foco del resumen

Pídele al modelo que se centre en partes específicas del texto

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 eficaz: foco del resumen

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.

Ampliación de texto

Genera texto a partir de ideas o viñetas
Mejora la eficiencia y la productividad
Los LLM pueden ampliar texto con prompts bien diseñados

Imagen que explica que la ampliación de texto consiste en generar un texto completo a partir de pocas ideas o requisitos.

Prompts para ampliar texto

Pide al modelo ampliar el texto delimitado
Resalta los aspectos clave
Da requisitos de salida (tono, longitud, estructura, audiencia)

Icono de un lápiz escribiendo en una libreta.

Ampliar la descripción del servicio

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))

Ampliar la descripción del servicio

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.

¡Vamos a practicar!

Ingeniería rápida con la API de OpenAI