generalcritiquebearishExisting scholarly knowledge graphs remain largely static while LLM-driven pipelines are prone to hallucination, opacity, and corpus bias without structured groundingArtificial Intelligence28 Jul 2026http://arxiv.org/abs/2607.21327v1