These utility functions are ideal for demonstration as they comprise a number of different graph-based subproblems, and thus demonstrate the usefulness of our method over a wide range.

Qwen GRPO Graph Extraction RL Finetune We initially explored GRPO based on the Reasoning model synthetic CoT Graph Extraction data, with LLM involved in the reward function.

Learning embeddings for entities and relations in knowledge graph (KG) have benefited many downstream tasks. In recent years, scoring functions, the crux of KG learning, have been human designed to ...

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About Context-Aware RAG library for Knowledge Graph ingestion and retrieval functions.