Evaluation Awareness Is Not One Capability: Evidence from Open Language Models

Nilesh Nayan, Aishwarya Sampath Kumar, Rishiraj Girmal +5

Safety benchmarks assume that test-condition behavior predicts deployment behavior, an assumption that fails if models detect evaluation cues and adapt. This opens a gap between be…