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Closed Domain Question Answering

使用LLMs进行封闭领域问答

背景

以下提示测试了LLM回答封闭领域问题的能力，这些问题涉及回答特定主题或领域的问题。

⚠️

请注意，由于任务的挑战性，当LLMs对问题没有相关知识时，它们可能会产生幻觉。

提示

Patient’s facts:
- 20 year old female
- with a history of anerxia nervosa and depression
- blood pressure 100/50, pulse 50, height 5’5’’
- referred by her nutrionist but is in denial of her illness
- reports eating fine but is severely underweight
 
Please rewrite the data above into a medical note, using exclusively the information above.

代码 / API

from openai import OpenAI
client = OpenAI()
 
response = client.chat.completions.create(
model="gpt-4",
messages=[
    {
    "role": "user",
    "content": "Patient’s facts:\n- 20 year old female\n- with a history of anerxia nervosa and depression\n- blood pressure 100/50, pulse 50, height 5’5’’\n- referred by her nutrionist but is in denial of her illness\n- reports eating fine but is severely underweight\n\nPlease rewrite the data above into a medical note, using exclusively the information above."
    }
],
temperature=1,
max_tokens=500,
top_p=1,
frequency_penalty=0,
presence_penalty=0
)

参考

Question AnsweringOpen Domain Question Answering