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cs.CL2025
A Large Language Model Based Method for Complex Logical Reasoning over Knowledge Graphs
Ziyan Zhang, Chao Wang, Zhuo Chen +3
Reasoning over knowledge graphs (KGs) with first-order logic (FOL) queries is challenging due to the inherent incompleteness of real-world KGs and the compositional complexity of l…
cs.CL2024
Reducing Distraction in Long-Context Language Models by Focused Learning
Zijun Wu, Bingyuan Liu, Ran Yan +2
Recent advancements in Large Language Models (LLMs) have significantly enhanced their capacity to process long contexts. However, effectively utilizing this long context remains a…