{
  "channel_weights": {
    "contradiction": {
      "accepted_relation_candidate": -1.0499999999999998,
      "bias": 0.0,
      "candidate_confidence": 0.36050000000000004,
      "candidate_quantifier_all": -1.0499999999999998,
      "candidate_quantifier_no": 1.4,
      "candidate_quantifier_some": 0.0,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": 0.35,
      "deeper_chain_case": 0.0,
      "direct_support": 0.0,
      "has_distractor": -0.7,
      "identity_candidate": -0.35,
      "identity_path_exists": -0.35,
      "malformed_candidate": 0.0,
      "no_against_transitive_support": 1.4,
      "parseable_relation": 0.35,
      "premise_count": -1.0499999999999998,
      "reverse_path": 0.0,
      "some_to_all_risk": 0.0,
      "support_depth": 0.35,
      "transitive_support": 0.35,
      "unsupported_relation_candidate": 0.0
    },
    "directionality": {
      "accepted_relation_candidate": -0.35,
      "bias": -0.35,
      "candidate_confidence": 0.024499999999999966,
      "candidate_quantifier_all": 0.7,
      "candidate_quantifier_no": 0.0,
      "candidate_quantifier_some": 0.0,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": 0.0,
      "deeper_chain_case": 0.0,
      "direct_support": 0.0,
      "has_distractor": 0.0,
      "identity_candidate": -1.0499999999999998,
      "identity_path_exists": -1.0499999999999998,
      "malformed_candidate": 0.0,
      "no_against_transitive_support": 0.0,
      "parseable_relation": 0.7,
      "premise_count": -0.7,
      "reverse_path": 1.4,
      "some_to_all_risk": 0.0,
      "support_depth": -0.7,
      "transitive_support": -0.35,
      "unsupported_relation_candidate": -0.35
    },
    "identity_preservation": {
      "accepted_relation_candidate": -0.35,
      "bias": 0.0,
      "candidate_confidence": 0.08750000000000002,
      "candidate_quantifier_all": -0.35,
      "candidate_quantifier_no": 0.0,
      "candidate_quantifier_some": 0.0,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": 0.0,
      "deeper_chain_case": 0.0,
      "direct_support": 0.0,
      "has_distractor": 0.0,
      "identity_candidate": 0.7,
      "identity_path_exists": 0.7,
      "malformed_candidate": -0.35,
      "no_against_transitive_support": 0.0,
      "parseable_relation": -0.35,
      "premise_count": 0.0,
      "reverse_path": 0.0,
      "some_to_all_risk": 0.0,
      "support_depth": -0.7,
      "transitive_support": -0.35,
      "unsupported_relation_candidate": 0.0
    },
    "logic_transitivity": {
      "accepted_relation_candidate": 0.7,
      "bias": -0.7,
      "candidate_confidence": -0.8714999999999999,
      "candidate_quantifier_all": -0.35,
      "candidate_quantifier_no": -0.35,
      "candidate_quantifier_some": 0.0,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": 0.0,
      "deeper_chain_case": 0.35,
      "direct_support": -0.35,
      "has_distractor": 0.0,
      "identity_candidate": 0.0,
      "identity_path_exists": 0.0,
      "malformed_candidate": 0.0,
      "no_against_transitive_support": -0.35,
      "parseable_relation": -0.7,
      "premise_count": -0.7,
      "reverse_path": -0.7,
      "some_to_all_risk": 0.0,
      "support_depth": 1.7499999999999998,
      "transitive_support": 0.35,
      "unsupported_relation_candidate": -0.35
    },
    "malformed_relation": {
      "accepted_relation_candidate": -0.35,
      "bias": 0.0,
      "candidate_confidence": 0.024499999999999966,
      "candidate_quantifier_all": -0.35,
      "candidate_quantifier_no": 0.0,
      "candidate_quantifier_some": 0.0,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": 0.0,
      "deeper_chain_case": 0.0,
      "direct_support": 0.0,
      "has_distractor": 0.0,
      "identity_candidate": -0.35,
      "identity_path_exists": -0.35,
      "malformed_candidate": 0.7,
      "no_against_transitive_support": 0.0,
      "parseable_relation": -0.35,
      "premise_count": 0.0,
      "reverse_path": 0.0,
      "some_to_all_risk": 0.0,
      "support_depth": -0.7,
      "transitive_support": -0.35,
      "unsupported_relation_candidate": 0.0
    },
    "quantifier_scope": {
      "accepted_relation_candidate": -0.35,
      "bias": 0.0,
      "candidate_confidence": 0.1365,
      "candidate_quantifier_all": 0.35,
      "candidate_quantifier_no": 0.0,
      "candidate_quantifier_some": -0.35,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": 0.0,
      "deeper_chain_case": -0.35,
      "direct_support": 0.0,
      "has_distractor": 0.0,
      "identity_candidate": 0.0,
      "identity_path_exists": 0.0,
      "malformed_candidate": 0.0,
      "no_against_transitive_support": 0.0,
      "parseable_relation": 0.0,
      "premise_count": -0.34999999999999987,
      "reverse_path": -0.35,
      "some_to_all_risk": 1.0499999999999998,
      "support_depth": -0.7,
      "transitive_support": -0.35,
      "unsupported_relation_candidate": 0.0
    },
    "surface_structure": {
      "accepted_relation_candidate": 0.35,
      "bias": 0.0,
      "candidate_confidence": -0.11899999999999994,
      "candidate_quantifier_all": 0.35,
      "candidate_quantifier_no": -0.35,
      "candidate_quantifier_some": 0.0,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": -0.35,
      "deeper_chain_case": 0.0,
      "direct_support": 0.7,
      "has_distractor": 0.0,
      "identity_candidate": 0.0,
      "identity_path_exists": 0.0,
      "malformed_candidate": 0.0,
      "no_against_transitive_support": -0.35,
      "parseable_relation": 0.0,
      "premise_count": -0.35,
      "reverse_path": 0.0,
      "some_to_all_risk": 0.0,
      "support_depth": -0.35,
      "transitive_support": 0.0,
      "unsupported_relation_candidate": 0.0
    },
    "typed_support": {
      "accepted_relation_candidate": -0.7,
      "bias": -0.35,
      "candidate_confidence": -0.7069999999999999,
      "candidate_quantifier_all": -0.35,
      "candidate_quantifier_no": 0.0,
      "candidate_quantifier_some": 0.7,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": 0.0,
      "deeper_chain_case": -0.35,
      "direct_support": -0.35,
      "has_distractor": 0.7,
      "identity_candidate": -0.35,
      "identity_path_exists": -0.35,
      "malformed_candidate": -0.35,
      "no_against_transitive_support": 0.0,
      "parseable_relation": 0.35,
      "premise_count": -1.1102230246251565e-16,
      "reverse_path": -0.7,
      "some_to_all_risk": -0.35,
      "support_depth": -1.0499999999999998,
      "transitive_support": -0.7,
      "unsupported_relation_candidate": 1.4
    }
  },
  "metadata": {
    "claim": "Tiny learned candidate/channel model; typed verifier remains proof authority.",
    "epochs": 80,
    "learning_rate": 0.35,
    "non_claims": [
      "not an instruction model",
      "not a chatbot",
      "not a verifier",
      "not proof authority"
    ],
    "role": "learned proposer/ranker only; TS-Reasoner typed channels verify",
    "train_dataset": "data/learned_candidate_model_train.jsonl",
    "training_examples": 16
  },
  "model_type": "pure_python_tiny_linear_candidate_model",
  "ranking_weights": {
    "accepted_relation_candidate": 0.7,
    "bias": -0.35,
    "candidate_confidence": -0.5599999999999999,
    "candidate_quantifier_all": 0.0,
    "candidate_quantifier_no": -0.35,
    "candidate_quantifier_some": 0.0,
    "candidate_subject_eq_predicate": 0.0,
    "contradiction_candidate": -0.35,
    "deeper_chain_case": 0.0,
    "direct_support": 0.35,
    "has_distractor": 0.0,
    "identity_candidate": 0.0,
    "identity_path_exists": 0.0,
    "malformed_candidate": 0.0,
    "no_against_transitive_support": -0.35,
    "parseable_relation": -0.35,
    "premise_count": -0.7,
    "reverse_path": -0.7,
    "some_to_all_risk": 0.0,
    "support_depth": 1.0499999999999998,
    "transitive_support": 0.35,
    "unsupported_relation_candidate": 0.0
  },
  "resolver_weights": {
    "abstain_unsupported": {
      "accepted_relation_candidate": -0.35,
      "bias": 0.0,
      "candidate_confidence": -0.7069999999999999,
      "candidate_quantifier_all": -0.7,
      "candidate_quantifier_no": 0.0,
      "candidate_quantifier_some": 0.7,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": 0.0,
      "deeper_chain_case": -0.7,
      "direct_support": -0.35,
      "has_distractor": 0.7,
      "identity_candidate": 0.0,
      "identity_path_exists": 0.0,
      "malformed_candidate": 0.0,
      "no_against_transitive_support": 0.0,
      "parseable_relation": 0.0,
      "premise_count": 0.34999999999999987,
      "reverse_path": -1.4,
      "some_to_all_risk": -0.7,
      "support_depth": -0.35,
      "transitive_support": -0.35,
      "unsupported_relation_candidate": 1.75
    },
    "accept_premise": {
      "accepted_relation_candidate": 0.7,
      "bias": 0.35,
      "candidate_confidence": 0.11900000000000005,
      "candidate_quantifier_all": 0.7,
      "candidate_quantifier_no": -0.35,
      "candidate_quantifier_some": 0.0,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": -0.35,
      "deeper_chain_case": -0.35,
      "direct_support": 1.0499999999999998,
      "has_distractor": 0.0,
      "identity_candidate": 0.0,
      "identity_path_exists": 0.0,
      "malformed_candidate": 0.0,
      "no_against_transitive_support": -0.35,
      "parseable_relation": 0.35,
      "premise_count": -0.34999999999999987,
      "reverse_path": 0.0,
      "some_to_all_risk": 0.0,
      "support_depth": -0.34999999999999987,
      "transitive_support": 0.35,
      "unsupported_relation_candidate": 0.0
    },
    "accept_transitive": {
      "accepted_relation_candidate": 1.0499999999999998,
      "bias": -0.7,
      "candidate_confidence": -0.9835,
      "candidate_quantifier_all": 0.35,
      "candidate_quantifier_no": -0.7,
      "candidate_quantifier_some": 0.0,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": 0.0,
      "deeper_chain_case": 0.35,
      "direct_support": -0.7,
      "has_distractor": 0.0,
      "identity_candidate": -0.35,
      "identity_path_exists": -0.35,
      "malformed_candidate": 0.0,
      "no_against_transitive_support": -0.7,
      "parseable_relation": -0.35,
      "premise_count": -0.35,
      "reverse_path": -0.35,
      "some_to_all_risk": 0.0,
      "support_depth": 2.0999999999999996,
      "transitive_support": 0.35,
      "unsupported_relation_candidate": -0.35
    },
    "reject_contradiction": {
      "accepted_relation_candidate": -0.7,
      "bias": 0.35,
      "candidate_confidence": 0.5565,
      "candidate_quantifier_all": -0.7,
      "candidate_quantifier_no": 1.0499999999999998,
      "candidate_quantifier_some": 0.0,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": 0.35,
      "deeper_chain_case": -0.35,
      "direct_support": 0.0,
      "has_distractor": -0.35,
      "identity_candidate": 0.0,
      "identity_path_exists": 0.0,
      "malformed_candidate": 0.0,
      "no_against_transitive_support": 1.0499999999999998,
      "parseable_relation": 0.35,
      "premise_count": -0.34999999999999976,
      "reverse_path": 0.0,
      "some_to_all_risk": 0.0,
      "support_depth": 1.1102230246251565e-16,
      "transitive_support": 0.35,
      "unsupported_relation_candidate": 0.0
    },
    "reject_identity": {
      "accepted_relation_candidate": 0.0,
      "bias": 0.0,
      "candidate_confidence": 0.17149999999999999,
      "candidate_quantifier_all": -0.35,
      "candidate_quantifier_no": 0.0,
      "candidate_quantifier_some": 0.0,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": 0.0,
      "deeper_chain_case": 0.35,
      "direct_support": 0.0,
      "has_distractor": 0.0,
      "identity_candidate": 0.7,
      "identity_path_exists": 0.7,
      "malformed_candidate": -0.35,
      "no_against_transitive_support": 0.0,
      "parseable_relation": -0.35,
      "premise_count": 0.34999999999999987,
      "reverse_path": 0.0,
      "some_to_all_risk": 0.0,
      "support_depth": 0.0,
      "transitive_support": 0.0,
      "unsupported_relation_candidate": -0.35
    },
    "reject_malformed": {
      "accepted_relation_candidate": -0.35,
      "bias": 0.35,
      "candidate_confidence": 0.3184999999999999,
      "candidate_quantifier_all": -0.7,
      "candidate_quantifier_no": 0.0,
      "candidate_quantifier_some": 0.0,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": 0.0,
      "deeper_chain_case": 0.0,
      "direct_support": 0.0,
      "has_distractor": -0.35,
      "identity_candidate": 0.0,
      "identity_path_exists": 0.0,
      "malformed_candidate": 1.0499999999999998,
      "no_against_transitive_support": 0.0,
      "parseable_relation": -0.7,
      "premise_count": 0.3500000000000001,
      "reverse_path": 0.0,
      "some_to_all_risk": 0.0,
      "support_depth": -0.7,
      "transitive_support": -0.35,
      "unsupported_relation_candidate": -0.35
    },
    "reject_quantifier": {
      "accepted_relation_candidate": 0.0,
      "bias": 0.0,
      "candidate_confidence": 0.238,
      "candidate_quantifier_all": 0.7,
      "candidate_quantifier_no": 0.0,
      "candidate_quantifier_some": -0.7,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": 0.0,
      "deeper_chain_case": 0.0,
      "direct_support": 0.0,
      "has_distractor": 0.0,
      "identity_candidate": 0.0,
      "identity_path_exists": 0.0,
      "malformed_candidate": 0.0,
      "no_against_transitive_support": 0.0,
      "parseable_relation": 0.0,
      "premise_count": 0.0,
      "reverse_path": 0.0,
      "some_to_all_risk": 0.7,
      "support_depth": 0.0,
      "transitive_support": 0.0,
      "unsupported_relation_candidate": 0.0
    },
    "reject_reverse": {
      "accepted_relation_candidate": -0.35,
      "bias": -0.35,
      "candidate_confidence": 0.2870000000000001,
      "candidate_quantifier_all": 0.7,
      "candidate_quantifier_no": 0.0,
      "candidate_quantifier_some": 0.0,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": 0.0,
      "deeper_chain_case": 0.7,
      "direct_support": 0.0,
      "has_distractor": 0.0,
      "identity_candidate": -0.35,
      "identity_path_exists": -0.35,
      "malformed_candidate": -0.7,
      "no_against_transitive_support": 0.0,
      "parseable_relation": 0.7,
      "premise_count": -2.220446049250313e-16,
      "reverse_path": 1.75,
      "some_to_all_risk": 0.0,
      "support_depth": -0.7,
      "transitive_support": -0.35,
      "unsupported_relation_candidate": -0.7
    }
  },
  "status_weights": {
    "abstained": {
      "accepted_relation_candidate": -0.35,
      "bias": 0.0,
      "candidate_confidence": -0.4759999999999999,
      "candidate_quantifier_all": -0.35,
      "candidate_quantifier_no": 0.0,
      "candidate_quantifier_some": 0.7,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": 0.0,
      "deeper_chain_case": -0.35,
      "direct_support": -0.35,
      "has_distractor": 0.35,
      "identity_candidate": -0.35,
      "identity_path_exists": -0.35,
      "malformed_candidate": 0.0,
      "no_against_transitive_support": 0.0,
      "parseable_relation": 0.35,
      "premise_count": 0.35,
      "reverse_path": -0.35,
      "some_to_all_risk": -0.7,
      "support_depth": -0.35,
      "transitive_support": -0.35,
      "unsupported_relation_candidate": 1.0499999999999998
    },
    "accepted": {
      "accepted_relation_candidate": 1.4,
      "bias": -0.35,
      "candidate_confidence": -0.7629999999999999,
      "candidate_quantifier_all": 0.35,
      "candidate_quantifier_no": -0.7,
      "candidate_quantifier_some": 0.0,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": -0.35,
      "deeper_chain_case": 0.0,
      "direct_support": 0.35,
      "has_distractor": 0.35,
      "identity_candidate": 0.0,
      "identity_path_exists": 0.0,
      "malformed_candidate": 0.0,
      "no_against_transitive_support": -0.7,
      "parseable_relation": -0.35,
      "premise_count": -0.3500000000000001,
      "reverse_path": -0.7,
      "some_to_all_risk": 0.0,
      "support_depth": 1.4,
      "transitive_support": 0.7,
      "unsupported_relation_candidate": -0.35
    },
    "rejected": {
      "accepted_relation_candidate": -1.0499999999999998,
      "bias": 0.35,
      "candidate_confidence": 1.239,
      "candidate_quantifier_all": 0.0,
      "candidate_quantifier_no": 0.7,
      "candidate_quantifier_some": -0.7,
      "candidate_subject_eq_predicate": 0.0,
      "contradiction_candidate": 0.35,
      "deeper_chain_case": 0.35,
      "direct_support": 0.0,
      "has_distractor": -0.7,
      "identity_candidate": 0.35,
      "identity_path_exists": 0.35,
      "malformed_candidate": 0.0,
      "no_against_transitive_support": 0.7,
      "parseable_relation": 0.0,
      "premise_count": 1.1102230246251565e-16,
      "reverse_path": 1.0499999999999998,
      "some_to_all_risk": 0.7,
      "support_depth": -1.0499999999999998,
      "transitive_support": -0.35,
      "unsupported_relation_candidate": -0.7
    }
  }
}