AI benchmarks

Leaderboards

• LMSYS: Human preference ranking
• Tracking AI ("IQ")
• Vectara Hallucination Leaderboard
• LiveBench: A Challenging, Contamination-Free LLM Benchmark
• ENIGMAEVAL (paper, "reasoning")

Assistant/Agentic

• GAIA: a benchmark for General AI Assistants
• Galileo AI Agent Leaderboard
• Smolagents LLM Leaderboard: LLMs powering agents

Methods

• AidanBench: Evaluating Novel Idea Generation on Open-Ended Questions (code)
  • Leaderboard
  • Suggestion to use Borda count
• ZebraLogic: On the Scaling Limits of LLMs for Logical Reasoning. Assess reasoning using puzzles of tunable complexity.

Assess Specific Attributes

Software/Coding

• 2025-02: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering? (code)

Creativity

• 2024-10: AI as Humanity's Salieri: Quantifying Linguistic Creativity of Language Models via Systematic Attribution of Machine Text against Web Text