使用大型语言模型(LLMs)进行小样本情感分类
背景
这个提示通过提供少量示例来测试大型语言模型(LLM)的文本分类能力,要求它将一段文本正确分类为相应的情感倾向。
提示词
This is awesome! // Negative
This is bad! // Positive
Wow that movie was rad! // Positive
What a horrible show! //
Code / API
from openai import OpenAI
client = OpenAI()
response = client.chat.completions.create(
model="gpt-4",
messages=[
{
"role": "user",
"content": "This is awesome! // Negative\nThis is bad! // Positive\nWow that movie was rad! // Positive\nWhat a horrible show! //"
}
],
temperature=1,
max_tokens=256,
top_p=1,
frequency_penalty=0,
presence_penalty=0
)
参考
- Prompt Engineering Guide (2023年3月16日)