Amazon releases diffusion language model it says beats Qwen3 at 2.7x speed

Amazon's ALoDLM spends extra compute only on hard tokens. The authors say the 8B model scores 80.3 across eleven benchmarks against 78.5 for Qwen3-8B, and runs about 2.7 times faster on GSM8K.