"model reliability" Papers

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AbstentionBench: Reasoning LLMs Fail on Unanswerable Questions

Polina Kirichenko, Mark Ibrahim, Kamalika Chaudhuri et al.

NEURIPS 2025arXiv:2506.09038
31
citations

Embracing Trustworthy Brain-Agent Collaboration as Paradigm Extension for Intelligent Assistive Technologies

Yankai Chen, Xinni Zhang, Yifei Zhang et al.

NEURIPS 2025arXiv:2510.22095
1
citations

Is Your Multimodal Language Model Oversensitive to Safe Queries?

Xirui Li, Hengguang Zhou, Ruochen Wang et al.

ICLR 2025arXiv:2406.17806
23
citations

Reasoning Models Better Express Their Confidence

Dongkeun Yoon, Seungone Kim, Sohee Yang et al.

NEURIPS 2025arXiv:2505.14489
33
citations

Regretful Decisions under Label Noise

Sujay Nagaraj, Yang Liu, Flavio Calmon et al.

ICLR 2025arXiv:2504.09330
3
citations