Preprint Open access
MechBench: Can AI Scientific Agents Discover Mechanisms Beyond Phenomenal Laws?
Scientific discovery requires not only recovering mathematical laws that describe observable behavior, but also identifying the mechanisms that generate them. Existing benchmarks for symbolic regression and scientific agents primarily evaluate phenomenal-law recovery, leaving mechanism discovery largely untested. We in …