2 papers
cs.CL2025
LLM Inference Enhanced by External Knowledge: A Survey
Yu-Hsuan Lin, Qian-Hui Chen, Yi-Jie Cheng +4
Recent advancements in large language models (LLMs) have enhanced natural-language reasoning. However, their limited parametric memory and susceptibility to hallucination present p…
cs.LG2025
Self-Reinforced Graph Contrastive Learning
Chou-Ying Hsieh, Chun-Fu Jang, Cheng-En Hsieh +2
Graphs serve as versatile data structures in numerous real-world domains-including social networks, molecular biology, and knowledge graphs-by capturing intricate relational inform…