DeepSeek — Field Evidence

Accuracy Hides How Language Models Fail: Measuring Failure States Under Matched Output Budgets — Language-model benchmarks collapse two distinct measurement questions into a single accuracy score: whether a response reached an evaluable state, and whether its answer was judged co