The “Knowing-Using Gap” phenomenon describes how LLMs memorize new facts, but their internal representations are not forwarded to the layers responsible for reasoning.
RACES enables automatic composition of verifiable environments through recursive combination, with DeepSeek-R1-Distill-Qwen-14B improving by 3.1 points and Qwen3-14B by 2.3 points across six benchmarks.
