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Research Node

Model Collapse and Synthetic Contamination

Recursive synthetic-data loops can erode rare information and reduce source diversity. This node tracks synthetic-to-real ratios, retrieval-domain entropy, tail-topic retention, and generation-over-generation variance shrinkage.