Posted 12/29/2023, 6:45:00 PM
New Framework Shows Promise for Improving Language Models' Reasoning with Knowledge Graphs
- Recent innovations in LLMs have led to advances in few-shot learning and reasoning
- RAG systems combine adaptive learning of LLMs with scalable retrieval from knowledge graphs
- Orchestrating reasoning and retrieval across interconnected knowledge sources brings challenges
- Naive approaches often fail to capture nuances within dense knowledge graphs
- LLM Compiler framework shows promise for optimizing orchestration of knowledge graph retrieval and reasoning