GMF
What is the GMF Taxonomy?
The Goals, Methods, and Failures (GMF) taxonomy is a failure cause analysis taxonomy interrelating the goals of the system deployment, the system's methods, and their likely failings. Details on the process are available in the recent work published for SafeAI paper.
How do I explore the taxonomy?
All taxonomies can be used to filter incident reports within the Discover Application. The taxonomy filters work similarly to how you filter products on an E-commerce website. Use the search field at the bottom of the “Classifications” tab to find the taxonomy field you would like to filter with, then click the desired value to apply the filter.
About the Responsible AI Collaborative
The AI Incident Database is a collaborative project of many people and organizations. Details on the people and organizations contributing to this particular taxonomy will appear here, while you can learn more about the Collab itself on the incident database home and about pages.
The maintainers of this taxonomy include,
Taxonomy Fields
Known AI Goal Searchable in Discover App
- Chatbot5 Incidents
- Visual Art Generation4 Incidents
- Autonomous Driving4 Incidents
- Automatic Skill Assessment3 Incidents
- Question Answering3 Incidents
Definition: An AI Goal which is almost certainly pursued by the AI system referenced in the incident.
Potential AI Goal Searchable in Discover App
Definition: An AI Goal which is probably pursued by the AI system referenced in the incident.
Known AI Technology Searchable in Discover App
- Distributional Learning9 Incidents
- Transformer8 Incidents
- Language Modeling5 Incidents
- Face Detection4 Incidents
- Neural Network3 Incidents
Definition: An AI Technology which is almost certainly a part of the implementation of the AI system referenced in the incident.
Potential AI Technology Searchable in Discover App
- Regression6 Incidents
- Convolutional Neural Network5 Incidents
- Visual Object Detection4 Incidents
- Classification4 Incidents
- Transformer4 Incidents
Definition: An AI Method / Technology which probably is a part of the implementation of the AI system referenced in the incident.
Known AI Technical Failure Searchable in Discover App
- Unsafe Exposure or Access9 Incidents
- Distributional Bias7 Incidents
- Misinformation Generation Hazard5 Incidents
- Generalization Failure5 Incidents
- Dataset Imbalance3 Incidents
Definition: An AI Technical Failure which almost certainly contributes to the AI system failure referenced in the incident.
Potential AI Technical Failure Searchable in Discover App
- Generalization Failure12 Incidents
- Context Misidentification9 Incidents
- Dataset Imbalance8 Incidents
- Underfitting7 Incidents
- Limited Dataset6 Incidents
Definition: An AI Technical Failure which probably contributes to the AI system failure referenced in the incident.
Known AI Goal Snippets
Definition: One or more snippets that justify the classification.
Known AI Goal Classification Discussion
Definition: Free text with comments justifying the chosen classification (e.g. based on information on selected snippets and technical analysis), if needed.
Potential AI Goal Snippets
Definition: One or more snippets that justify the classification.
Potential AI Goal Classification Discussion
Definition: Free text with comments justifying the chosen classification (e.g. based on information on selected snippets and technical analysis), if needed.
Known AI Technology Snippets
Definition: One or more snippets that justify the classification.
Known AI Technology Classification Discussion
Definition: Free text with comments justifying the chosen classification (e.g. based on information on selected snippets and technical analysis), if needed.
Potential AI Technology Snippets
Definition: One or more snippets that justify the classification.
Potential AI Technology Classification Discussion
Definition: Free text with comments justifying the chosen classification (e.g. based on information on selected snippets and technical analysis), if needed.
Snippets
Definition: One or more snippets that justify the classification.
Known AI Technical Failure Classification Discussion
Definition: Free text with comments justifying the chosen classification (e.g. based on information on selected snippets and technical analysis), if needed.
Potential AI Technical Failure Snippets
Definition: One or more snippets that justify the classification.
Potential AI Technical Failure Classification Discussion
Definition: Free text with comments justifying the chosen classification (e.g. based on information on selected snippets and technical analysis), if needed.