{
  "schema_version": 2,
  "adapter_key": "upturn",
  "manifest_ref": "reproduction:upturn",
  "method": "upturn",
  "measured_locally": true,
  "diagnostic_only": true,
  "promotion_eligible": false,
  "seeds": [
    42
  ],
  "whole_method_gpu_validation_passed": true,
  "default_three_seed_plan_completed": false,
  "seed_results": [
    {
      "seed": 42,
      "diagnostic_only": true,
      "device": "cuda",
      "result": {
        "method": "upturn",
        "seed": 42,
        "device": "cuda",
        "diagnostic_only": true,
        "promotion_eligible": false,
        "evaluation_tier": "l1_mechanism",
        "dataset": {
          "verified": true,
          "test_read": false,
          "source_id": "openai/grade-school-math",
          "source_revision": "3101c7d5072418e28b9008a6636bde82a006892c",
          "source_sha256": "17f347dc51477c50d4efb83959dbb7c56297aba886e5544ee2aaed3024813465",
          "partition_sha256": {
            "train": "6b8672439c8cf6f6b6e65bf5f0e515fbf4c497c9066eefb62a6a6a61ced158e3",
            "validation": "2cf1119ad7b2e31e825274487ef32c073e03a8ed44f08ecd3e0366c1f40ebdb7"
          },
          "partition": "normalized-question sha256 unsigned-prefix / 2^64 < 0.1 validation"
        },
        "checkpoint": {
          "public_id": "Qwen/Qwen2.5-7B-Instruct",
          "revision": "bb46c15ee4bb56c5b63245ef50fd7637234d6f75",
          "verified_mirror": {
            "public_id": "Qwen/Qwen2.5-7B-Instruct",
            "revision": "bb46c15ee4bb56c5b63245ef50fd7637234d6f75",
            "file_sha256": {
              "config.json": "7463bb0ea78315365e6c6b74de4e73bbcc8359dfb0c5a737584e077d42c0b03c",
              "generation_config.json": "3a8f9087e486054c8a4a08dae2e5a3ba62e23da212b5b8c08bc42cb983c3459f",
              "merges.txt": "599bab54075088774b1733fde865d5bd747cbcc7a547c5bc12610e874e26f5e3",
              "model-00001-of-00004.safetensors": "a1333e6293854747c481288ea83b348226af178dd565c49b6f9495ba1966aba7",
              "model-00002-of-00004.safetensors": "f5d25a2772cb825164a2a2c0fb6d51a87e282abf21e4dd75bc5cfb3cd0ea6185",
              "model-00003-of-00004.safetensors": "8efdec4c1bc12317ae1a38dc42b595ce777738a64deea3fcb8a0a91381bcdfd5",
              "model-00004-of-00004.safetensors": "1a72d403cdf0c1ec3cb7f289f17b394a01e64394c2e9b3c0f94dbce3faf879bd",
              "model.safetensors.index.json": "624bf7c47cd12468fdc16e38a47cf4f19e0415b859a223ba3c027eed2f0e1028",
              "tokenizer.json": "c0382117ea329cdf097041132f6d735924b697924d6f6fc3945713e96ce87539",
              "tokenizer_config.json": "5b5d4f65d0acd3b2d56a35b56d374a36cbc1c8fa5cf3b3febbbfabf22f359583",
              "vocab.json": "ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910"
            }
          }
        },
        "baseline": {
          "avg_accuracy": 0.625,
          "pass_rate": 1.0,
          "examples": 4
        },
        "method_metrics": {
          "avg_accuracy": 0.625,
          "pass_rate": 0.75,
          "examples": 4
        },
        "training": [
          {
            "step": 1,
            "cuts": [
              34,
              253,
              115,
              182
            ],
            "loss": -0.0013857590965926647,
            "gradient_l2_norm": 0.37473538517951965,
            "optimizer_update_executed": true,
            "advantages": [
              -0.125,
              -0.125,
              0.375,
              -0.125
            ],
            "rescue_rewards": [
              0.0,
              0.0,
              0.5,
              0.0
            ],
            "entropy": 1.3857589960098267,
            "nonzero_rescue_advantage": true
          },
          {
            "step": 2,
            "cuts": [
              221,
              244,
              178,
              112
            ],
            "loss": -0.0016004993813112378,
            "gradient_l2_norm": 0.3695891499519348,
            "optimizer_update_executed": true,
            "advantages": [
              0.25,
              -0.25,
              0.25,
              -0.25
            ],
            "rescue_rewards": [
              0.5,
              0.0,
              0.5,
              0.0
            ],
            "entropy": 1.6004992723464966,
            "nonzero_rescue_advantage": true
          }
        ],
        "cost": {
          "generation_calls": {
            "frozen_reasoner_training": 8,
            "position_rescue_training": 8,
            "evaluation_originals": 4,
            "matched_base_extra": 4,
            "evaluation_correction": 3
          },
          "generated_tokens": {
            "frozen_reasoner_training": 7556,
            "position_rescue_training": 2547,
            "evaluation_originals": 2259,
            "matched_base_extra": 2562,
            "evaluation_correction": 438
          },
          "scored_response_tokens": {},
          "frozen_encoder_forward_calls": 40,
          "frozen_encoder_input_tokens_including_prompt": 14455,
          "scope": "entire invocation, including training controls, profiling and evaluation",
          "includes_rejected_and_profiling_generations": true
        },
        "protocol": {
          "test_opened": false,
          "gold_in_student_generation": false,
          "train_examples": 8,
          "validation_examples": 4,
          "max_tokens": 768
        },
        "parameters_changed": true,
        "encoder": {
          "public_id": "Qwen/Qwen2.5-0.5B-Instruct",
          "revision": "7ae557604adf67be50417f59c2c2f167def9a775",
          "verified_mirror": {
            "public_id": "Qwen/Qwen2.5-0.5B-Instruct",
            "revision": "7ae557604adf67be50417f59c2c2f167def9a775",
            "file_sha256": {
              "config.json": "18e18afcaccafade98daf13a54092927904649e1dd4eba8299ab717d5d94ff45",
              "generation_config.json": "e558847a8b4402616f1273797b015104dc266fe4b520056fca88823ba8f8ebe6",
              "merges.txt": "599bab54075088774b1733fde865d5bd747cbcc7a547c5bc12610e874e26f5e3",
              "model.safetensors": "fdf756fa7fcbe7404d5c60e26bff1a0c8b8aa1f72ced49e7dd0210fe288fb7fe",
              "tokenizer.json": "c0382117ea329cdf097041132f6d735924b697924d6f6fc3945713e96ce87539",
              "tokenizer_config.json": "5b5d4f65d0acd3b2d56a35b56d374a36cbc1c8fa5cf3b3febbbfabf22f359583",
              "vocab.json": "ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910"
            }
          }
        },
        "encoder_frozen": true,
        "reasoner_frozen": true,
        "gate": {
          "training_bce": [
            0.6972267031669617,
            0.602145254611969,
            0.5209466814994812,
            0.4469103217124939,
            0.381882905960083,
            0.3259560167789459,
            0.27824363112449646,
            0.23737852275371552,
            0.20250475406646729,
            0.17287348210811615,
            0.14753800630569458,
            0.12580624222755432,
            0.10695850849151611,
            0.09066793322563171,
            0.07667171210050583,
            0.06478075683116913,
            0.054802507162094116,
            0.04644354432821274,
            0.03944385051727295,
            0.03358433395624161
          ],
          "training_cases": 24,
          "calibration_cases": 8,
          "calibration_temperature": 0.5,
          "training_classes": [
            0.0,
            1.0
          ],
          "threshold": 0.4,
          "calibration_split": "disjoint final quarter of train prompts; not validation"
        },
        "position_informative_groups": 2,
        "training_rollout_audits": [
          {
            "training_row": 0,
            "response_index": 0,
            "correctness": 1.0,
            "truncated": false,
            "response_tokens": 210,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 4,
            "paragraph_cut_indices": [
              59,
              84,
              123,
              185
            ],
            "eligible_for_position": false
          },
          {
            "training_row": 0,
            "response_index": 1,
            "correctness": 1.0,
            "truncated": false,
            "response_tokens": 156,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 6,
            "paragraph_cut_indices": [
              38,
              56,
              73,
              85,
              116,
              131
            ],
            "eligible_for_position": false
          },
          {
            "training_row": 0,
            "response_index": 2,
            "correctness": 1.0,
            "truncated": false,
            "response_tokens": 152,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 3,
            "paragraph_cut_indices": [
              27,
              88,
              129
            ],
            "eligible_for_position": false
          },
          {
            "training_row": 0,
            "response_index": 3,
            "correctness": 1.0,
            "truncated": false,
            "response_tokens": 180,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 5,
            "paragraph_cut_indices": [
              14,
              59,
              104,
              146,
              164
            ],
            "eligible_for_position": false
          },
          {
            "training_row": 1,
            "response_index": 0,
            "correctness": 0.0,
            "truncated": false,
            "response_tokens": 274,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 4,
            "paragraph_cut_indices": [
              34,
              115,
              182,
              253
            ],
            "eligible_for_position": true
          },
          {
            "training_row": 1,
            "response_index": 1,
            "correctness": 0.0,
            "truncated": false,
            "response_tokens": 262,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 5,
            "paragraph_cut_indices": [
              51,
              112,
              178,
              221,
              244
            ],
            "eligible_for_position": true
          },
          {
            "training_row": 1,
            "response_index": 2,
            "correctness": 0.0,
            "truncated": false,
            "response_tokens": 333,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 8,
            "paragraph_cut_indices": [
              42,
              93,
              163,
              195,
              221,
              269,
              277,
              311
            ],
            "eligible_for_position": true
          },
          {
            "training_row": 1,
            "response_index": 3,
            "correctness": 0.0,
            "truncated": false,
            "response_tokens": 180,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 5,
            "paragraph_cut_indices": [
              27,
              69,
              103,
              137,
              165
            ],
            "eligible_for_position": true
          },
          {
            "training_row": 2,
            "response_index": 0,
            "correctness": 0.0,
            "truncated": false,
            "response_tokens": 297,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 6,
            "paragraph_cut_indices": [
              31,
              70,
              113,
              177,
              228,
              280
            ],
            "eligible_for_position": true
          },
          {
            "training_row": 2,
            "response_index": 1,
            "correctness": 0.0,
            "truncated": false,
            "response_tokens": 205,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 9,
            "paragraph_cut_indices": [
              16,
              43,
              65,
              102,
              121,
              132,
              152,
              184,
              195
            ],
            "eligible_for_position": true
          },
          {
            "training_row": 2,
            "response_index": 2,
            "correctness": 0.0,
            "truncated": false,
            "response_tokens": 279,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 5,
            "paragraph_cut_indices": [
              45,
              103,
              144,
              203,
              259
            ],
            "eligible_for_position": true
          },
          {
            "training_row": 2,
            "response_index": 3,
            "correctness": 0.0,
            "truncated": false,
            "response_tokens": 244,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 5,
            "paragraph_cut_indices": [
              20,
              76,
              131,
              165,
              219
            ],
            "eligible_for_position": true
          },
          {
            "training_row": 3,
            "response_index": 0,
            "correctness": 0.0,
            "truncated": false,
            "response_tokens": 196,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 4,
            "paragraph_cut_indices": [
              53,
              85,
              142,
              179
            ],
            "eligible_for_position": true
          },
          {
            "training_row": 3,
            "response_index": 1,
            "correctness": 0.0,
            "truncated": false,
            "response_tokens": 208,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 4,
            "paragraph_cut_indices": [
              58,
              100,
              146,
              190
            ],
            "eligible_for_position": true
          },
          {
            "training_row": 3,
            "response_index": 2,
            "correctness": 0.0,
            "truncated": false,
            "response_tokens": 229,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 4,
            "paragraph_cut_indices": [
              19,
              104,
              165,
              210
            ],
            "eligible_for_position": true
          },
          {
            "training_row": 3,
            "response_index": 3,
            "correctness": 0.0,
            "truncated": false,
            "response_tokens": 182,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 4,
            "paragraph_cut_indices": [
              56,
              89,
              131,
              165
            ],
            "eligible_for_position": true
          },
          {
            "training_row": 4,
            "response_index": 0,
            "correctness": 1.0,
            "truncated": false,
            "response_tokens": 231,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 4,
            "paragraph_cut_indices": [
              22,
              91,
              142,
              205
            ],
            "eligible_for_position": false
          },
          {
            "training_row": 4,
            "response_index": 1,
            "correctness": 1.0,
            "truncated": false,
            "response_tokens": 192,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 3,
            "paragraph_cut_indices": [
              21,
              113,
              172
            ],
            "eligible_for_position": false
          },
          {
            "training_row": 4,
            "response_index": 2,
            "correctness": 1.0,
            "truncated": false,
            "response_tokens": 222,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 3,
            "paragraph_cut_indices": [
              23,
              108,
              198
            ],
            "eligible_for_position": false
          },
          {
            "training_row": 4,
            "response_index": 3,
            "correctness": 1.0,
            "truncated": false,
            "response_tokens": 256,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 3,
            "paragraph_cut_indices": [
              13,
              152,
              228
            ],
            "eligible_for_position": false
          },
          {
            "training_row": 5,
            "response_index": 0,
            "correctness": 1.0,
            "truncated": false,
            "response_tokens": 252,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 5,
            "paragraph_cut_indices": [
              30,
              106,
              132,
              177,
              228
            ],
            "eligible_for_position": false
          },
          {
            "training_row": 5,
            "response_index": 1,
            "correctness": 1.0,
            "truncated": false,
            "response_tokens": 223,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 4,
            "paragraph_cut_indices": [
              26,
              107,
              153,
              198
            ],
            "eligible_for_position": false
          },
          {
            "training_row": 5,
            "response_index": 2,
            "correctness": 1.0,
            "truncated": false,
            "response_tokens": 279,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 5,
            "paragraph_cut_indices": [
              35,
              111,
              186,
              250,
              270
            ],
            "eligible_for_position": false
          },
          {
            "training_row": 5,
            "response_index": 3,
            "correctness": 1.0,
            "truncated": false,
            "response_tokens": 237,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 4,
            "paragraph_cut_indices": [
              23,
              86,
              150,
              206
            ],
            "eligible_for_position": false
          },
          {
            "training_row": 6,
            "response_index": 0,
            "correctness": 1.0,
            "truncated": false,
            "response_tokens": 218,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 5,
            "paragraph_cut_indices": [
              23,
              74,
              116,
              159,
              197
            ],
            "eligible_for_position": false
          },
          {
            "training_row": 6,
            "response_index": 1,
            "correctness": 1.0,
            "truncated": false,
            "response_tokens": 227,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 5,
            "paragraph_cut_indices": [
              24,
              76,
              120,
              164,
              204
            ],
            "eligible_for_position": false
          },
          {
            "training_row": 6,
            "response_index": 2,
            "correctness": 1.0,
            "truncated": false,
            "response_tokens": 288,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 4,
            "paragraph_cut_indices": [
              22,
              74,
              145,
              213
            ],
            "eligible_for_position": false
          },
          {
            "training_row": 6,
            "response_index": 3,
            "correctness": 1.0,
            "truncated": false,
            "response_tokens": 174,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 8,
            "paragraph_cut_indices": [
              28,
              37,
              64,
              82,
              94,
              112,
              137,
              153
            ],
            "eligible_for_position": false
          },
          {
            "training_row": 7,
            "response_index": 0,
            "correctness": 0.0,
            "truncated": false,
            "response_tokens": 334,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 6,
            "paragraph_cut_indices": [
              29,
              92,
              123,
              176,
              243,
              317
            ],
            "eligible_for_position": true
          },
          {
            "training_row": 7,
            "response_index": 1,
            "correctness": 0.0,
            "truncated": false,
            "response_tokens": 233,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 4,
            "paragraph_cut_indices": [
              58,
              101,
              170,
              215
            ],
            "eligible_for_position": true
          },
          {
            "training_row": 7,
            "response_index": 2,
            "correctness": 0.0,
            "truncated": false,
            "response_tokens": 293,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 3,
            "paragraph_cut_indices": [
              20,
              110,
              223
            ],
            "eligible_for_position": true
          },
          {
            "training_row": 7,
            "response_index": 3,
            "correctness": 0.0,
            "truncated": false,
            "response_tokens": 310,
            "boxed_answer_detected": true,
            "paragraph_cut_count": 5,
            "paragraph_cut_indices": [
              84,
              124,
              169,
              198,
              294
            ],
            "eligible_for_position": true
          }
        ],
        "paragraph_boundary_protocol": "decoded-character-boundaries-to-original-token-prefix-v1",
        "execution_status": "passed",
        "generation_budget_controls": [
          {
            "method_generations": 2,
            "base_generations": 4,
            "method_generated_tokens": 706,
            "base_generated_tokens": 1505,
            "maximum_response_token_allowance": 3072
          },
          {
            "method_generations": 3,
            "base_generations": 4,
            "method_generated_tokens": 559,
            "base_generated_tokens": 857,
            "maximum_response_token_allowance": 3072
          },
          {
            "method_generations": 2,
            "base_generations": 4,
            "method_generated_tokens": 620,
            "base_generated_tokens": 1413,
            "maximum_response_token_allowance": 3072
          },
          {
            "method_generations": 4,
            "base_generations": 4,
            "method_generated_tokens": 812,
            "base_generated_tokens": 1046,
            "maximum_response_token_allowance": 3072
          }
        ],
        "limitations": [
          "Qwen2.5 frozen 0.5B encoder/7B reasoner and tiny GSM8K replace original Qwen3 and DAPO.",
          "Only learned gate controls inference; correctness labels are never visible to gate/cut policy.",
          "Zero rescue advantages and one-class gate labels remain visible and are not capability evidence.",
          "Matched maximum generations and token allowance do not imply equal actual runtime."
        ]
      }
    }
  ],
  "aggregate_metrics": {
    "frozen_reasoner_control.avg_accuracy": {
      "mean": 0.625,
      "std": 0.0,
      "n": 1
    },
    "frozen_reasoner_control.pass_rate": {
      "mean": 1.0,
      "std": 0.0,
      "n": 1
    },
    "trained_intervention.avg_accuracy": {
      "mean": 0.625,
      "std": 0.0,
      "n": 1
    },
    "trained_intervention.pass_rate": {
      "mean": 0.75,
      "std": 0.0,
      "n": 1
    }
  },
  "execution_checks": {
    "parameters_changed": true,
    "measured_cost": {
      "generation_calls": {
        "frozen_reasoner_training": 8,
        "position_rescue_training": 8,
        "evaluation_originals": 4,
        "matched_base_extra": 4,
        "evaluation_correction": 3
      },
      "generated_tokens": {
        "frozen_reasoner_training": 7556,
        "position_rescue_training": 2547,
        "evaluation_originals": 2259,
        "matched_base_extra": 2562,
        "evaluation_correction": 438
      },
      "scored_response_tokens": {},
      "frozen_encoder_forward_calls": 40,
      "frozen_encoder_input_tokens_including_prompt": 14455,
      "scope": "entire invocation, including training controls, profiling and evaluation",
      "includes_rejected_and_profiling_generations": true
    },
    "position_updates": 2,
    "gate_epochs": 20,
    "assessment_semantics": "one shared assessment AFTER head training: frozen reasoner control versus trained intervention",
    "assessment_is_training_before_after": false,
    "matched_maximum_response_allowance": true,
    "matched_actual_compute": false,
    "position_informative_groups": 2,
    "invocation_elapsed_seconds": 186.8180557526648,
    "configured_wall_cap_seconds": 900
  },
  "actual_cuda_run_count": 1,
  "dataset": {
    "verified": true,
    "test_read": false,
    "source_id": "openai/grade-school-math",
    "source_revision": "3101c7d5072418e28b9008a6636bde82a006892c",
    "source_sha256": "17f347dc51477c50d4efb83959dbb7c56297aba886e5544ee2aaed3024813465",
    "partition_sha256": {
      "train": "6b8672439c8cf6f6b6e65bf5f0e515fbf4c497c9066eefb62a6a6a61ced158e3",
      "validation": "2cf1119ad7b2e31e825274487ef32c073e03a8ed44f08ecd3e0366c1f40ebdb7"
    },
    "partition": "normalized-question sha256 unsigned-prefix / 2^64 < 0.1 validation"
  },
  "checkpoint": {
    "public_id": "Qwen/Qwen2.5-7B-Instruct",
    "revision": "bb46c15ee4bb56c5b63245ef50fd7637234d6f75",
    "verified_mirror": {
      "public_id": "Qwen/Qwen2.5-7B-Instruct",
      "revision": "bb46c15ee4bb56c5b63245ef50fd7637234d6f75",
      "file_sha256": {
        "config.json": "7463bb0ea78315365e6c6b74de4e73bbcc8359dfb0c5a737584e077d42c0b03c",
        "generation_config.json": "3a8f9087e486054c8a4a08dae2e5a3ba62e23da212b5b8c08bc42cb983c3459f",
        "merges.txt": "599bab54075088774b1733fde865d5bd747cbcc7a547c5bc12610e874e26f5e3",
        "model-00001-of-00004.safetensors": "a1333e6293854747c481288ea83b348226af178dd565c49b6f9495ba1966aba7",
        "model-00002-of-00004.safetensors": "f5d25a2772cb825164a2a2c0fb6d51a87e282abf21e4dd75bc5cfb3cd0ea6185",
        "model-00003-of-00004.safetensors": "8efdec4c1bc12317ae1a38dc42b595ce777738a64deea3fcb8a0a91381bcdfd5",
        "model-00004-of-00004.safetensors": "1a72d403cdf0c1ec3cb7f289f17b394a01e64394c2e9b3c0f94dbce3faf879bd",
        "model.safetensors.index.json": "624bf7c47cd12468fdc16e38a47cf4f19e0415b859a223ba3c027eed2f0e1028",
        "tokenizer.json": "c0382117ea329cdf097041132f6d735924b697924d6f6fc3945713e96ce87539",
        "tokenizer_config.json": "5b5d4f65d0acd3b2d56a35b56d374a36cbc1c8fa5cf3b3febbbfabf22f359583",
        "vocab.json": "ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910"
      }
    }
  },
  "evaluation_protocol": {
    "tier": "l1_mechanism",
    "seeds": [
      42
    ],
    "formal_comparison": false,
    "promotion_eligible": false,
    "test_used_for_selection": false,
    "default_three_seed_plan_completed": false,
    "pending_seeds": [
      43,
      44
    ],
    "claim_policy": "single-seed mechanism smoke; no stable relative capability or production claim"
  },
  "provenance": {
    "code_commit": "51b4718a76da286b4111c6fc7d8e003d436def72",
    "artifact_path": "docs/reproductions/2610.13672-upturn/metrics/public-a100-complete-seed42.json",
    "dataset_fingerprint": "69efc634f51a589335fcdea85238bf3218653a94de2ba2604a64056960547dab",
    "execution_config_sha256": "506dce6568921b9c8fa75d969267537f9bb5c5c5b093a77b283616a2246524c5",
    "raw_result_sha256": "52780127310d86eb17356c0968d113910b96f659d9997ecd87607bf75f13b10e"
  },
  "limitations": [
    "One seed42 full-definition L1 mechanism smoke, not a formal capability comparison or stable gain.",
    "Original default seeds43/44 remain unfinished; this receipt does not complete the accepted full batch plan.",
    "Only four validation cases; official test content was not opened or used for selection.",
    "Actual token cost is retained; matched configured caps do not imply identical realized compute.",
    "Qwen2.5 frozen 0.5B encoder/7B reasoner and tiny GSM8K replace original Qwen3 and DAPO.",
    "Only learned gate controls inference; correctness labels are never visible to gate/cut policy.",
    "Zero rescue advantages and one-class gate labels remain visible and are not capability evidence.",
    "Matched maximum generations and token allowance do not imply equal actual runtime.",
    "Control/intervention are assessed together after head training, NOT training-before/after; pass_rate degradation is retained."
  ]
}