"A Comprehensive Survey on Integrating Large Language Models with Knowledge-Based Methods"

The paper introduces methods to enhance Large Language Models (LLMs) by integrating them with knowledge bases, addressing limitations in real-world applications.

Paper - https://arxiv.org/abs/2501.13947

Key topics discussed in this Paper 💡:

→ Knowledge Graphs (KGs) are examined for representing complex relationships and enabling reasoning.

→ Discusses advanced RAG techniques, including optimized retrieval, adaptive methods, and cognitive reasoning approaches.