NEURIPS 2025 "benchmark design" Papers

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EvaLearn: Quantifying the Learning Capability and Efficiency of LLMs via Sequential Problem Solving

Shihan Dou, Ming Zhang, Chenhao Huang et al.

NEURIPS 2025posterarXiv:2506.02672
4
citations

The Automated LLM Speedrunning Benchmark: Reproducing NanoGPT Improvements

Bingchen Zhao, Despoina Magka, Minqi Jiang et al.

NEURIPS 2025posterarXiv:2506.22419
2
citations

WorldModelBench: Judging Video Generation Models As World Models

Dacheng Li, Yunhao Fang, Yukang Chen et al.

NEURIPS 2025posterarXiv:2502.20694
33
citations