Aditi Raghunathan

Reference solutions unlock a powerful self-training signal for verifiers, leading to massive gains in reasoning accuracy both during test-time refinement and after training.

Frontier LLMs are surprisingly vulnerable to a wide range of task-specific exploits, from simple output spoofing to rootkit-style binary hijacking, even in seemingly well-defined environments.