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Author

Hao Zhang

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Jul 2026

Though Language Models Err While They Strive: Conformal Prediction for Self-Correcting Scientific Generation

Scientific Feasibility Control SFC is introduced, a graph-structured conformal prediction framework that provides statistical guarantees for scientific reasoning validity through progressive absolute-coherent-factuality validation and decomposes scientific reasoning into atomic absolute-coherent-factuality units.

Ming-Qiao Mo, Yu-An Tan, Hao Zhang · 0 citations
2025

Alleviating Hallucinations in Large Language Models through Multi-Model Contrastive Decoding and Dynamic Hallucination Detection

This work proposes M ulti-Model C ontrastive D ecoding (MCD), which integrates a pretrained language model with an evil model and a truthful model for contrastive decoding and effectively reduces hallucinations in LLMs and outperforms state-of-the-art methods across various benchmarks.

Chenyu Zhu, Yefeng Liu, Hao Zhang et al. · 7 citations

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