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  "limitations": [
    "One development world and one initialization, without new-world confirmation",
    "Joint k=2/3/4 training; this is not unseen-hop-length transfer",
    "Familiar query holdout permits higher-hop training to contain shorter subpaths",
    "Independent-depth changes parameters; sharing changes correlations and edited scope",
    "Random-function graph permits repeated entities and suffix concentration"
  ]
}