Sentiment (Few-shot)
few-shot sentiment classification prompt
#背景
这个 prompt 通过提供少量 examples 来测试 LLM 的 classification 能力,并要求它将文本分类到对应 label。
#prompt
textThis is awesome! // Negative This is bad! // Positive Wow that movie was rad! // Positive What a horrible show! //
#API (example)
#GPT-4 (OpenAI)
pythonfrom 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 )