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URL: https://www.promptingguide.ai/prompts/classification/sentiment

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Sentiment Classification

Sentiment Classification with LLMs

Background

This prompt tests an LLM's text classification capabilities by prompting it to classify a piece of text.

Prompt

Classify the text into neutral, negative, or positive
Text: I think the food was okay.
Sentiment:

Prompt Template

Classify the text into neutral, negative, or positive
Text: {input}
Sentiment:

Code / API

from openai import OpenAI
client =OpenAI()

response = client.chat.completions.create(
 model="gpt-4",
 messages=[
 {
"role": "user",
"content": "Classify the text into neutral, negative, or positive\nText: I think the food was okay.\nSentiment:\n"
 }
 ],
 temperature=1,
 max_tokens=256,
 top_p=1,
 frequency_penalty=0,
 presence_penalty=0
)

Reference