StateM: Reaching 95.3% Raw Accuracy, or a \$15 Frontier Run, on Terminal-Bench 2.1 via Harness Scaling Paper • 2608.15089 • Published Aug 15 • 106
SemCoT: Accelerating Chain-of-Thought Reasoning through Semantically-Aligned Implicit Tokens Paper • 2510.24940 • Published Oct 28, 2025 • 18