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cs.CL2026
When Does Consistency Pay Off? Relational Constraints for LLM-based Document-Level Relation Extraction under Incomplete Annotations
Mingxuan Sun
Consistency-based repair is widely assumed to improve LLM-based document-level relation extraction (DocRE), but this assumption can fail when the benchmark itself is incompletely a…
cs.CR2026
Spatiotemporal-Aware Bit-Flip Injection on DNN-based Advanced Driver Assistance Systems (extended version)
Taibiao Zhao, Xiang Zhang, Mingxuan Sun +2
Modern advanced driver assistance systems (ADAS) rely on deep neural networks (DNNs) for perception and planning. Since DNNs' parameters reside in DRAM during inference, bit flips…