Author

Binyang Li

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Open access 2026

uir-cis at SemEval-2026 Task 12: Mitigating Prior-Induced Hallucinations in Retrieval-Augmented Reasoning via Precision-Oriented Decoding

Through a rigorous three-stage empirical evolution and analysis of the diagnostic failure of an asymmetric logical ensemble, the experimental results demonstrate that epistemic noise suppression is strictly superior to heuristic recall compensation in abductive reasoning tasks.

Chiyao Zhou, Zebing Wang, Kexin Deng et al. · SemEval@ACL · 1 citation

Jul 2026

Towards Enhancing 3D Spatial Reasoning in Medical Multimodal Large Language Models

A large-scale structured reasoning dataset constructed via a novel slice-wise data synthesis paradigm that unlocks deep volumetric understanding and highly interpretable clinical logic without requiring computationally expensive 3D-specific pre-training is introduced.

Zhuoyuan Fu, Zeshang Li, Yiqiong Zhang et al. · arXiv.org · 0 citations