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cs.CL2025
Efficient Knowledge Transfer in Multi-Task Learning through Task-Adaptive Low-Rank Representation
Xiao Zhang, Kangsheng Wang, Tianyu Hu +1
Pre-trained language models (PLMs) demonstrate remarkable intelligence but struggle with emerging tasks unseen during training in real-world applications. Training separate models…
cs.CL2024
CSCE: Boosting LLM Reasoning by Simultaneous Enhancing of Causal Significance and Consistency
Kangsheng Wang, Xiao Zhang, Juntao Lyu +2
Chain-based reasoning methods like chain of thought (CoT) play a rising role in solving reasoning tasks for large language models (LLMs). However, the causal hallucinations between…