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cs.CL2025
LLM-CAS: Dynamic Neuron Perturbation for Real-Time Hallucination Correction
Jensen Zhang, Ningyuan Liu, Yijia Fan +5
Large language models (LLMs) often generate hallucinated content that lacks factual or contextual grounding, limiting their reliability in critical applications. Existing approache…
cs.CL2025
DrDiff: Dynamic Routing Diffusion with Hierarchical Attention for Breaking the Efficiency-Quality Trade-off
Jusheng Zhang, Yijia Fan, Kaitong Cai +5
This paper introduces DrDiff, a novel framework for long-text generation that overcomes the efficiency-quality trade-off through three core technologies. First, we design a dynamic…