AI Benchmarks That Still Matter in 2025
8 min read
Benchmarks are comparators, not guarantees. The best LLM for your task is usually defined by real-world tool use, instruction adherence, and reliability under long context.
Still worth tracking in 2025
- Reasoning and factual grounding evals: GPQA-Diamond, MMLU-Pro, SimpleQA.
- Coding and agent-task benchmarks: SWE-bench Verified, LiveCodeBench, Aider polyglot.
- Human preference and safety: LMSYS Chatbot Arena (Elo), WildBench, Auto-J.
Public maintainers: HuggingFace Open LLM Leaderboard, Chatbot Arena, LiveCodeBench.
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