Difference between revisions of "AI benchmarks"
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* 2024-11: [https://openreview.net/pdf?id=fz969ahcvJ AidanBench: Evaluating Novel Idea Generation on Open-Ended Questions] ([https://github.com/aidanmclaughlin/AidanBench code]) | * 2024-11: [https://openreview.net/pdf?id=fz969ahcvJ AidanBench: Evaluating Novel Idea Generation on Open-Ended Questions] ([https://github.com/aidanmclaughlin/AidanBench code]) | ||
* 2024-12: [https://arxiv.org/abs/2412.17596 LiveIdeaBench: Evaluating LLMs' Scientific Creativity and Idea Generation with Minimal Context] | * 2024-12: [https://arxiv.org/abs/2412.17596 LiveIdeaBench: Evaluating LLMs' Scientific Creativity and Idea Generation with Minimal Context] | ||
| + | * [https://github.com/lechmazur/writing/ LLM Creative Story-Writing Benchmark] | ||
==Reasoning== | ==Reasoning== | ||
Revision as of 13:51, 27 March 2025
Contents
General
- Models Table (lifearchitect.ai)
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.
Task Length
- 2020-09: Ajeya Cotra: Draft report on AI timelines
- 2025-03: Measuring AI Ability to Complete Long Tasks Measuring AI Ability to Complete Long Tasks
Assess Specific Attributes
Various
- LMSYS: Human preference ranking leaderboard
- Tracking AI: "IQ" leaderboard
- Vectara Hallucination Leaderboard
- LiveBench: A Challenging, Contamination-Free LLM Benchmark
Software/Coding
Visual
- 2025-03: Can Large Vision Language Models Read Maps Like a Human? MapBench
Creativity
- 2024-10: AI as Humanity's Salieri: Quantifying Linguistic Creativity of Language Models via Systematic Attribution of Machine Text against Web Text
- 2024-11: AidanBench: Evaluating Novel Idea Generation on Open-Ended Questions (code)
- 2024-12: LiveIdeaBench: Evaluating LLMs' Scientific Creativity and Idea Generation with Minimal Context
- LLM Creative Story-Writing Benchmark
Reasoning
- ENIGMAEVAL: "reasoning" leaderboard (paper)
Assistant/Agentic
- GAIA: a benchmark for General AI Assistants
- Galileo AI Agent Leaderboard
- Smolagents LLM Leaderboard: LLMs powering agents
Science
See: Science Benchmarks
