2025 "model reliability" Papers

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AbstentionBench: Reasoning LLMs Fail on Unanswerable Questions

Polina Kirichenko, Mark Ibrahim, Kamalika Chaudhuri et al.

NeurIPS 2025posterarXiv:2506.09038
26
citations

Is Your Multimodal Language Model Oversensitive to Safe Queries?

Xirui Li, Hengguang Zhou, Ruochen Wang et al.

ICLR 2025posterarXiv:2406.17806
20
citations

Reasoning Models Better Express Their Confidence

Dongkeun Yoon, Seungone Kim, Sohee Yang et al.

NeurIPS 2025posterarXiv:2505.14489
32
citations

Regretful Decisions under Label Noise

Sujay Nagaraj, Yang Liu, Flavio Calmon et al.

ICLR 2025poster
3
citations