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cs.CL2025
MateICL: Mitigating Attention Dispersion in Large-Scale In-Context Learning
Murtadha Ahmed, Wenbo, Liu yunfeng
Large Language Models (LLMs) have demonstrated remarkable capabilities in In-Context Learning (ICL). However, the fixed position length constraints in pre-trained models limit the…
cs.CL2023★ 2 cited
Rank-Aware Negative Training for Semi-Supervised Text Classification
Ahmed Murtadha, Shengfeng Pan, Wen Bo +4
Semi-supervised text classification-based paradigms (SSTC) typically employ the spirit of self-training. The key idea is to train a deep classifier on limited labeled texts and the…