Difference between revisions of "AI benchmarks"
KevinYager (talk | contribs) (→Leaderboards) |
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=Leaderboards= | =Leaderboards= | ||
* [https://lmsys.org/ LMSYS]: Human preference ranking | * [https://lmsys.org/ LMSYS]: Human preference ranking | ||
− | * [https://trackingai.org/home Tracking AI] | + | * [https://trackingai.org/home Tracking AI] ("IQ") |
* [https://www.vectara.com/ Vectara] [https://github.com/vectara/hallucination-leaderboard Hallucination Leaderboard] | * [https://www.vectara.com/ Vectara] [https://github.com/vectara/hallucination-leaderboard Hallucination Leaderboard] | ||
* [https://livebench.ai/#/ LiveBench: A Challenging, Contamination-Free LLM Benchmark] | * [https://livebench.ai/#/ LiveBench: A Challenging, Contamination-Free LLM Benchmark] | ||
− | * [https://scale.com/leaderboard/enigma_eval ENIGMAEVAL] ([https://static.scale.com/uploads/654197dc94d34f66c0f5184e/EnigmaEval%20v4.pdf paper]) | + | * [https://scale.com/leaderboard/enigma_eval ENIGMAEVAL] ([https://static.scale.com/uploads/654197dc94d34f66c0f5184e/EnigmaEval%20v4.pdf paper], "reasoning") |
+ | ==Assistant/Agentic== | ||
+ | * [https://arxiv.org/abs/2311.12983 GAIA: a benchmark for General AI Assistants] | ||
* [https://www.galileo.ai/blog/agent-leaderboard Galileo AI] [https://huggingface.co/spaces/galileo-ai/agent-leaderboard Agent Leaderboard] | * [https://www.galileo.ai/blog/agent-leaderboard Galileo AI] [https://huggingface.co/spaces/galileo-ai/agent-leaderboard Agent Leaderboard] | ||
* [https://huggingface.co/spaces/smolagents/smolagents-leaderboard Smolagents LLM Leaderboard]: LLMs powering agents | * [https://huggingface.co/spaces/smolagents/smolagents-leaderboard Smolagents LLM Leaderboard]: LLMs powering agents |
Revision as of 15:21, 11 March 2025
Contents
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)
- ZebraLogic: On the Scaling Limits of LLMs for Logical Reasoning. Assess reasoning using puzzles of tunable complexity.