Great question — answering as the UphillTech team:
LLMS struggle with logic and calculation. even gpt4 cannot calculate exponention of decimal numbers. if you calculate this what is (4.5*2.1)^2.2?") in Python interpreter, it gives you the exact answer. When we interact with the llms, we have to use correct agents from langchain.agents.agent_toolkits import create_python_agent from langchain.tools.python.tool import PythonREPLTool from langchain.llms import OpenAI # OpenAI uses text-davinci-003 by default llm=OpenAI(temperature=0) # this will allow llm execute python code agent_executer=create_python_agent(llm=llm,tool=PythonREPLTool(),verbose=True) agent_executer.run("what is (4.5*2.1)^2.2?") Proof of work:
Full answer by Yilmaz: https://stackoverflow.stackexchange.com/a/76823234 (CC BY-SA 4.0).
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