Difference between revisions of "AI benchmarks"
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** 2025-04: [https://x.com/scaling01/status/1910499781601874008 add] Quasar Alpha, Optimus Alpha, Llama-4 Scout and Llama-4 Maverick | ** 2025-04: [https://x.com/scaling01/status/1910499781601874008 add] Quasar Alpha, Optimus Alpha, Llama-4 Scout and Llama-4 Maverick | ||
* [https://arxiv.org/abs/2502.01100 ZebraLogic: On the Scaling Limits of LLMs for Logical Reasoning]. Assess reasoning using puzzles of tunable complexity. | * [https://arxiv.org/abs/2502.01100 ZebraLogic: On the Scaling Limits of LLMs for Logical Reasoning]. Assess reasoning using puzzles of tunable complexity. | ||
| + | * 2025-08: [https://arxiv.org/abs/2508.12790 Reinforcement Learning with Rubric Anchors] ([https://huggingface.co/inclusionAI/Rubicon-Preview model]) | ||
==Task Length== | ==Task Length== | ||
Latest revision as of 08:57, 21 August 2025
Contents
General
- Models Table (lifearchitect.ai)
- Artificial Analysis
- Epoch AI
Lists of Benchmarks
Analysis of Methods
- 2025-04: The Leaderboard Illusion
Methods
- AidanBench: Evaluating Novel Idea Generation on Open-Ended Questions (code)
- Leaderboard
- Suggestion to use Borda count
- 2025-04: add Quasar Alpha, Optimus Alpha, Llama-4 Scout and Llama-4 Maverick
- ZebraLogic: On the Scaling Limits of LLMs for Logical Reasoning. Assess reasoning using puzzles of tunable complexity.
- 2025-08: Reinforcement Learning with Rubric Anchors (model)
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
- LiveBench: A Challenging, Contamination-Free LLM Benchmark
- LLM Thematic Generalization Benchmark
Hallucination
Software/Coding
Math
Science
- 2025-07: SciArena: A New Platform for Evaluating Foundation Models in Scientific Literature Tasks (vote, data, code)
Visual
- 2024-06: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs (preprint, leaderboard)
- 2025-03: Can Large Vision Language Models Read Maps Like a Human? MapBench
Conversation
- 2025-01: MultiChallenge: A Realistic Multi-Turn Conversation Evaluation Benchmark Challenging to Frontier LLMs (project, code, leaderboard)
Creativity
- See also: [AI 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)
- Sober Reasoning Leaderboard
Assistant/Agentic
- GAIA: a benchmark for General AI Assistants
- Galileo AI Agent Leaderboard
- Smolagents LLM Leaderboard: LLMs powering agents
- OpenAI PaperBench: Evaluating AI’s Ability to Replicate AI Research (paper, code)
- 2025-06: The Automated LLM Speedrunning Benchmark: Reproducing NanoGPT Improvements
- HAL: Holistic Agent Leaderboard The standardized, cost-aware, and third-party leaderboard for evaluating agents
Science
See: Science Benchmarks
