Xin Peng

When conflicting retrieved memories mask each other's negative utility from standard ablations, cooperative Shapley attribution can resolve the deadlock to boost agent task recovery by 25.5 percentage points.

Newer LLMs may ace build tasks, but they struggle with delivering correct app behaviors, especially when specifications are involved.