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88ra-88
Us
Undersp.
Severity5/10
Underspecification
Ambiguity in the learning problem specification resulted in multiple models with similar test performance but radically different behavior in production.
Periodic recordReliabilityarXiv2021
Andreas Triantafyllopoulos, Manuel Milling, Konstantinos Drossos, Björn W. Schuller
Mitigation Strategy
Rigorous formal specifications of model requirements, comprehensive evaluation on diverse distributions, and detailed documentation of design decisions.
Atomic Number
88
Us
Risk ID
ra-88
Severity
5/10
Severity Level