Spotlight "benchmark evaluation" Papers

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AGENTIF: Benchmarking Large Language Models Instruction Following Ability in Agentic Scenarios

Yunjia Qi, Hao Peng, Xiaozhi Wang et al.

NEURIPS 2025spotlight
15
citations

AI Research Agents for Machine Learning: Search, Exploration, and Generalization in MLE-bench

Edan Toledo, Karen Hambardzumyan, Martin Josifoski et al.

NEURIPS 2025spotlightarXiv:2507.02554
16
citations

AI-Researcher: Autonomous Scientific Innovation

Jiabin Tang, Lianghao Xia, Zhonghang Li et al.

NEURIPS 2025spotlightarXiv:2505.18705
13
citations

MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Chaoyou Fu, Peixian Chen, Yunhang Shen et al.

NEURIPS 2025spotlightarXiv:2306.13394
1277
citations

ORIGAMISPACE: Benchmarking Multimodal LLMs in Multi-Step Spatial Reasoning with Mathematical Constraints

Rui Xu, Dakuan Lu, Zicheng Zhao et al.

NEURIPS 2025spotlightarXiv:2511.18450
2
citations

THUNDER: Tile-level Histopathology image UNDERstanding benchmark

Pierre Marza, Leo Fillioux, Sofiène Boutaj et al.

NEURIPS 2025spotlightarXiv:2507.07860
3
citations

EfficientZero V2: Mastering Discrete and Continuous Control with Limited Data

Shengjie Wang, Shaohuai Liu, Weirui Ye et al.

ICML 2024spotlightarXiv:2403.00564
31
citations

TravelPlanner: A Benchmark for Real-World Planning with Language Agents

Jian Xie, Kai Zhang, Jiangjie Chen et al.

ICML 2024spotlightarXiv:2402.01622
319
citations