Rolling record / ARQ 63 Concerning · ▲ +2 7-day 3595 events in window / as of 02 Oct 2026
ARQAI Risk Quotient
capability 32.5 Low risk

Evolution or Illusion? Rethinking Evaluation in LLM Evolutionary Search

A methodological paper questioning whether reported gains in LLM-driven evolutionary search are genuine or artifacts of flawed evaluation.

A methodological paper questioning whether reported gains in LLM-driven evolutionary search are genuine or artifacts of flawed evaluation.

Auto-scored: A peer-reviewed-style arXiv paper offering a partial but real methodological correction to evaluation practices in LLM evolutionary search, with no direct safety escalation.