Unverified50% confidenceCautionExact time
For simple factual question answering, vector retrieval is sufficient, and using a knowledge graph is over-engineering.
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Long-term
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9/10/2026
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UnverifiedResearch shows that hallucination rate is negatively correlated with the knowledge density of the prompt; the richer and more precise the context provided in the prompt, the lower the probability that the model will generate fabricated content.69% similarUnverifiedReasoning capabilities can be compressed through knowledge distillation and reinforcement learning fine-tuning, but the storage of factual knowledge depends on parameter scale, and compression leads to reduced knowledge coverage and higher hallucination rates.69% similarUnverified过度规范化可能导致查询时需要大量JOIN操作，因此需要在规范化程度与查询性能之间做权衡68% similarUnverifiedIQ2_XXS档位在数学计算、复杂多步推理和高事实准确性问答任务上会出现明显退化，更适合快速原型验证、文本摘要、简单对话等场景68% similar
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