Before We Trust Them: Decision-Making Failures in Navigation of Foundation Models

1. 1Evaluate foundation models on diagnostic tasks to identify decision-making failures
2. 2Assess model performance under complete, incomplete, and safety-relevant spatial information
3. 3Analyze results to determine the gap between success rates and reliable decision-making
4. 4Use findings to inform model improvements and mitigate potential failures

AI engineers and researchers benefit from understanding these limitations to improve model reliability, while product managers and entrepreneurs should consider these findings when integrating foundation models into their products

💡 High success rates in navigation tasks do not guarantee reliable decision-making by foundation models

🚨 Foundation models may fail in decision-making despite high success rates in navigation tasks 🚨