ChatGPT API构建系统3-输入评估:审查
Table of Contents
- Introduction
- Content Moderation Using OpenAI Moderation API
- 2.1 Overview of OpenAI Moderation API
- 2.2 Content Compliance and Usage Policies
- 2.3 How OpenAI Moderation API Works
- 2.4 Example of Using OpenAI Moderation API
- Strategies to Avoid Prompt Injections
- 3.1 Understanding Prompt Injections
- 3.2 Delimiters and Clear Instructions
- 3.3 Additional Prompt for Detection
- 3.4 Example of Using Delimiters to Prevent Prompt Injections
- 3.5 Example of Using Additional Prompt to Detect Prompt Injections
- Evaluating Inputs for Processing
- 4.1 Importance of Evaluating Inputs
- 4.2 Processing Inputs Using OpenAI Models
- 4.3 Evaluation Strategies for Processed Inputs
- Conclusion
Content Moderation and Strategies to Avoid Prompt Injections
Content moderation is an essential aspect of building systems that allow users to input information responsibly. It ensures that users are not abusing the system or generating prohibited content. OpenAI offers a moderation API that helps developers identify and filter prohibited content in categories such as hate speech, self-harm, sexual content, and violence. This API is free to use and provides precise moderation by classifying content into subcategories.
Using the OpenAI moderation API involves integrating it into your system and passing the desired input for moderation. The API provides information on the categories in which the input is flagged, as well as the scores for each category. Developers can set their own policies for category scores to Align with their system's requirements. The API also provides an overall parameter indicating if the input is classified as harmful.
Prompt injections occur when users try to manipulate AI systems by providing input that bypasses the intended instructions or constraints set by the developer. This can lead to unintended usage of AI systems and must be detected and prevented. Two strategies to avoid prompt injections are using delimiters and clear instructions, as well as using an additional prompt for detection.
Delimiters and clear instructions help in preventing prompt injections by specifying the expected language or behavior in the user's message. By delimiting the user's input and removing any delimiter characters, confusion caused by injecting additional delimiters can be avoided. This strategy enhances the system's ability to follow instructions accurately.
Another strategy is to include an additional prompt that explicitly asks if the user is trying to carry out a prompt injection. This prompt acts as a checkpoint to detect prompt injections and ensures that the system follows the intended instructions. By classifying the user's input Based on their response to the additional prompt, prompt injections can be identified and prevented effectively.
When evaluating inputs for processing, it is crucial to consider the accuracy and reliability of the responses generated by the system. OpenAI models are continually improving, and more advanced models like GPT-4 are better at understanding and following instructions. Evaluating inputs helps in ensuring responsible and cost-effective applications of AI systems.
In conclusion, content moderation using the OpenAI moderation API and strategies to avoid prompt injections are essential for building systems that promote safe and responsible usage of AI technology. By incorporating these techniques, developers can maintain compliance with usage policies, prevent prompt injections, and ensure accurate responses from AI systems.
Pros:
- Content moderation API provides precise classification of prohibited content.
- Delimiters and clear instructions enhance the system's ability to follow instructions accurately.
- Additional prompt for detection acts as a checkpoint to identify prompt injections.
Cons:
- Some users may still find ways to manipulate the system despite preventive strategies.
- Stricter policies for category scores may result in false positives in content moderation.
Highlights:
- OpenAI offers a moderation API that helps developers identify and filter prohibited content.
- Delimiters and clear instructions can prevent prompt injections in AI systems.
- Additional Prompts can be used for detecting prompt injections.
- Evaluating inputs is crucial for ensuring accurate responses from AI systems.
FAQ
Q: Is the OpenAI moderation API free to use?
A: Yes, the OpenAI moderation API is completely free to use for monitoring inputs and outputs of OpenAI APIs.
Q: How can delimiters and clear instructions prevent prompt injections?
A: Delimiters and clear instructions help specify the expected language or behavior in the user's message, preventing prompt injections.
Q: Can prompt injections be completely eliminated?
A: While prompt injections can be detected and prevented using strategies like delimiters and additional prompts, some users may still find ways to manipulate the system.
Q: Are advanced language models better at following instructions?
A: Yes, more advanced language models like GPT-4 are better at understanding and following instructions, reducing the need for additional instructions in the system message.
Q: How can content moderation ensure responsible usage of AI systems?
A: Content moderation helps identify prohibited content and ensures compliance with usage policies, promoting safe and responsible usage of AI technology.