AI Prizes / Awards That Matter

Token Parity / Tokenizer Differences

Holistic LLM Evals (HELM, LiveBench, WildBench, BBH, ARC-AGI-2)

Neurosymbolic / Specialist AI Systems

Open Math SOTAs (EinsteinArena)

Synthetic Audience Validity (NeurIPS 2025, Limbik, industry studies)

Agent Horizon & Alignment (METR, AILuminate, WMDP, Apollo)