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cs.AI2026
Task-Level Natural Language Priors as Learning Signals for Low-Resource LLM Training
Jian Gao, Xiao Zhang, Xun Zhu +2
Large language models (LLMs) often struggle when low-resource training data are ambiguous or incomplete. Task-level natural-language priors can provide useful guidance in such sett…
cs.AI2024
Enhancing elusive clues in knowledge learning by contrasting attention of language models
Jian Gao, Xiao Zhang, Ji Wu +1
Causal language models acquire vast amount of knowledge from general text corpus during pretraining, but the efficiency of knowledge learning is known to be unsatisfactory, especia…