Did You Forget What I Asked? Prospective Memory Failures in Large Language Models

1. 1Identify the limitations of large language models in following formatting instructions under concurrent task load
2. 2Use a prospective memory inspired lens from cognitive psychology to analyze model behavior
3. 3Design controlled paradigms to test model compliance with formatting constraints
4. 4Evaluate model performance across multiple task complexities and model families

AI engineers and researchers benefit from understanding these limitations to improve model performance and reliability, while product managers can use this knowledge to design more effective interfaces

💡 Large language models' ability to follow formatting instructions degrades significantly under concurrent task load

🤖 Large language models struggle with formatting instructions under load 📊