Below is a condensed cheat sheet for working with ChatGPT, a language model developed by OpenAI based on the GPT-3.5 architecture:
Using ChatGPT
- Accessing ChatGPT:
- Use the OpenAI API or interact with the model through platforms that integrate it.
- Sending a Prompt:
- Submit a user prompt to start a conversation with ChatGPT.
- Example:
You: What is the capital of France?
- Response Generation:
- ChatGPT generates responses based on the input prompt.
- Example:
ChatGPT: The capital of France is Paris.
- Contextual Conversation:
- Maintain context by including previous messages in the conversation.
- Example:
You: Tell me about the Eiffel Tower.
ChatGPT: The Eiffel Tower is...
Tips for Effective Usage
Temperature Control:
- Adjust the temperature parameter to control randomness.
- Lower values (e.g., 0.2) make output more focused, while higher values (e.g., 0.8) introduce more randomness.
- Example:
temperature=0.5
Max Tokens:
- Set a limit on the number of tokens in the response using the
max_tokens
parameter. - Example:
max_tokens=50
System Messages:
- Use system-level instructions to guide the behavior of ChatGPT.
- Example:
You are an assistant that speaks like Shakespeare.
Experiment with Prompts:
- Modify prompts to get desired responses. Experiment with different phrasing and structure.
Handle Output:
- Process and filter model outputs as needed for your application.
OpenAI API Example (Python)
import openai
openai.api_key = 'YOUR_API_KEY'
response = openai.Completion.create(
engine="text-davinci-002",
prompt="Translate the following English text to French: '{}'",
max_tokens=60
)
print(response['choices'][0]['text'].strip())
Important Considerations
Respectful Use:
- Ensure that interactions with ChatGPT are ethical and adhere to guidelines.
Bias and Fairness:
- Be aware of potential biases in model outputs and address them responsibly.
Fine-Tuning (As of Knowledge Cut-off):
- Fine-tuning is not available for GPT-3.5.
Remember to check the latest OpenAI documentation for any updates or changes to the model behavior and guidelines. For detailed information, refer to the OpenAI GPT API documentation.