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Structure-aware prefix adaptation for integrating LLMs with knowledge graphs (ACM MM 2024)

Knowledge graph-guided synthetic data generation for LLM fine-tuning, achieving strong performance on scientific QA (GPQA-Diamond) and math reasoning (AIME)

Incremental knowledge graph construction using LLMs with entity extraction and Neo4j visualization