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
- Prompt Engineering Guide (opens in a new tab) (16 March 2023)