{
  "matching_counterexample": {
    "population": 48,
    "old_label": 47,
    "new_label": 1,
    "random_pair_match_probability": 0.9583333333333334,
    "new_label_adoption_fraction": 0.020833333333333332
  },
  "chosen_stochastic": {
    "N": 80,
    "runs_each": 24,
    "time_unit": "N ordered interactions",
    "summary": {
      "copy": {
        "censored": 0,
        "consensus_A": 11,
        "consensus_B": 13,
        "median_stopped_time": 30.725
      },
      "naming": {
        "censored": 0,
        "consensus_A": 15,
        "consensus_B": 9,
        "median_stopped_time": 13.2375
      }
    },
    "limits": "chosen models; median includes cutoff time if censored, no infinite-size scaling fit"
  },
  "meanfield": {
    "symmetric_fixed_point_a_b": 0.3819660112501051,
    "symmetric_mixed": 0.2360679774997898,
    "drift_difference": "d(a-b)/dt = mixed*(a-b)"
  },
  "committed_fold": {
    "a": 0.09566696387090906,
    "b": 0.6503518160382802,
    "mixed": 0.15609211632049225,
    "p_critical": 0.09788910377031856,
    "residual": 3.581330487095844e-16,
    "limits": "mean-field bifurcation only; finite system below it can still change on long stochastic times"
  },
  "published_LLM": {
    "runs": 40,
    "all_end_M": true,
    "median_population_rounds": 19.333333333333336,
    "max_population_rounds": 99.75,
    "mirror_probabilities": [
      {
        "history": "先Q/M，后M/Q",
        "corresponding_choice": "Q",
        "probability": 0.451
      },
      {
        "history": "先M/Q，后Q/M",
        "corresponding_choice": "M",
        "probability": 0.848
      }
    ],
    "limits": "published Llama3.1 Q/M baseline, not new API experiments or all model combinations"
  },
  "published_human": {
    "main_experiments": {
      "12_1": 12,
      "13_1": 13,
      "16_1": 16,
      "18_1": 18,
      "19_1": 19,
      "19_2": 19,
      "20_1": 20,
      "22_1": 22,
      "25_1": 25,
      "28_1": 28,
      "31_1": 31,
      "33_1": 33
    },
    "participants_in_main_files": 256,
    "participant_round_choices_verified": 30720,
    "aggregate_rows": 1440,
    "illustrated_file": "19_1.csv",
    "limits": "only main abstention data recounted; no control-group effect re-estimated and no microscopic rate/BIC refit"
  },
  "limits": [
    "Conventions in matching/voting tasks are not all moral or institutional norms.",
    "Initial no-memory balance is not label symmetry for all later memory states.",
    "Consensus and conditional thresholds do not measure factual truth or universal social conversion rates."
  ]
}