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cs.CL2026
Identity-Robust Language Model Generation via Content Integrity Preservation
Miao Zhang, Kelly Chen, Md Mehrab Tanjim +1
Large Language Model (LLM) outputs often vary across user sociodemographic attributes, leading to disparities in factual accuracy, utility, and safety, even for objective questions…
cs.CL2024
MINI-LLM: Memory-Efficient Structured Pruning for Large Language Models
Hongrong Cheng, Miao Zhang, Javen Qinfeng Shi
As Large Language Models (LLMs) grow dramatically in size, there is an increasing trend in compressing and speeding up these models. Previous studies have highlighted the usefulnes…