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        "note": "Out of memory on the evaluated edge client pool."
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        "note": "Out of memory on the evaluated edge client pool."
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      {
        "model_id": "gemma3_1b",
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        "note": "Out of memory on the evaluated edge client pool."
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      {
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        "feasibility": "oom",
        "note": "Out of memory on the evaluated edge client pool."
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      {
        "model_id": "gemma3_1b",
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        "pretrained_acc": "49.81",
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        "acc_rank": "",
        "feasibility": "oom",
        "note": "Out of memory on the evaluated edge client pool."
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      {
        "model_id": "gemma3_1b",
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        "note": "Only executable federated method at this model scale."
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        "acc_rank": "Upper Bound",
        "feasibility": "reference",
        "note": "Paper table reports this value; keep aligned with manuscript source."
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      {
        "model_id": "gemma3_270m",
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        "note": ""
      },
      {
        "model_id": "gemma3_270m",
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        "finetuned_loss": "2.6755",
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        "finetuned_acc": "24.84",
        "acc_rank": "3",
        "feasibility": "ok",
        "note": ""
      },
      {
        "model_id": "gemma3_270m",
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        "task_type": "Choose",
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        "finetuned_acc": "24.93",
        "acc_rank": "1",
        "feasibility": "ok",
        "note": ""
      },
      {
        "model_id": "gemma3_270m",
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        "task_type": "Choose",
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        "acc_rank": "Lower Bound",
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        "note": "Local-only lower-bound reference."
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      {
        "model_id": "gemma3_270m",
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        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "53.0",
        "target_level": "2",
        "method_id": "fedprox",
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        "communication_mb": "1127.86",
        "communication_rank": "1",
        "energy_kj": "69.32",
        "energy_rank": "2",
        "peak_memory_mb": "2341.52",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "53.0",
        "target_level": "2",
        "method_id": "hetero",
        "wall_clock_h": "3.74",
        "wall_rank": "3",
        "communication_mb": "19142.58",
        "communication_rank": "3",
        "energy_kj": "173.16",
        "energy_rank": "3",
        "peak_memory_mb": "1358.23",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "53.0",
        "target_level": "2",
        "method_id": "split",
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        "wall_rank": "1",
        "communication_mb": "7629.52",
        "communication_rank": "2",
        "energy_kj": "16.71",
        "energy_rank": "1",
        "peak_memory_mb": "1018.47",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "53.0",
        "target_level": "3",
        "method_id": "fedavg",
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        "communication_mb": "68235.31",
        "communication_rank": "2",
        "energy_kj": "2668.47",
        "energy_rank": "3",
        "peak_memory_mb": "2381.01",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "53.0",
        "target_level": "3",
        "method_id": "fedprox",
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        "wall_rank": "4",
        "communication_mb": "68799.24",
        "communication_rank": "3",
        "energy_kj": "4052.06",
        "energy_rank": "4",
        "peak_memory_mb": "2354.09",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "53.0",
        "target_level": "3",
        "method_id": "hetero",
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        "communication_mb": "89194.59",
        "communication_rank": "4",
        "energy_kj": "785.27",
        "energy_rank": "2",
        "peak_memory_mb": "1365.52",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "53.0",
        "target_level": "3",
        "method_id": "split",
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        "communication_mb": "7629.52",
        "communication_rank": "1",
        "energy_kj": "16.71",
        "energy_rank": "1",
        "peak_memory_mb": "1023.94",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
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        "target_level": "1",
        "method_id": "fedavg",
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        "communication_mb": "55348.95",
        "communication_rank": "4",
        "energy_kj": "2091.23",
        "energy_rank": "4",
        "peak_memory_mb": "2317.0",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
        "target_acc": "38.0",
        "target_level": "1",
        "method_id": "fedprox",
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        "wall_rank": "3",
        "communication_mb": "51960.23",
        "communication_rank": "3",
        "energy_kj": "1959.83",
        "energy_rank": "3",
        "peak_memory_mb": "2308.28",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
        "target_acc": "38.0",
        "target_level": "1",
        "method_id": "hetero",
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        "communication_mb": "40719.38",
        "communication_rank": "2",
        "energy_kj": "494.95",
        "energy_rank": "2",
        "peak_memory_mb": "1336.75",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
        "target_acc": "38.0",
        "target_level": "1",
        "method_id": "split",
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        "communication_mb": "20599.72",
        "communication_rank": "1",
        "energy_kj": "64.8",
        "energy_rank": "1",
        "peak_memory_mb": "964.0",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
        "target_acc": "39.0",
        "target_level": "2",
        "method_id": "fedavg",
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        "communication_mb": "81893.85",
        "communication_rank": "4",
        "energy_kj": "3091.84",
        "energy_rank": "4",
        "peak_memory_mb": "2342.12",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
        "target_acc": "39.0",
        "target_level": "2",
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        "communication_rank": "3",
        "energy_kj": "2385.6",
        "energy_rank": "3",
        "peak_memory_mb": "2333.29",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
        "target_acc": "39.0",
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        "communication_rank": "2",
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        "energy_rank": "2",
        "peak_memory_mb": "1351.24",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
        "target_acc": "39.0",
        "target_level": "2",
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        "peak_memory_mb": "974.45",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
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        "target_level": "3",
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        "communication_rank": "4",
        "energy_kj": "3817.46",
        "energy_rank": "4",
        "peak_memory_mb": "2355.84",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
        "target_acc": "40.0",
        "target_level": "3",
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        "communication_rank": "2",
        "energy_kj": "3002.48",
        "energy_rank": "3",
        "peak_memory_mb": "2346.96",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
        "target_acc": "40.0",
        "target_level": "3",
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        "energy_kj": "974.85",
        "energy_rank": "2",
        "peak_memory_mb": "1359.15",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
        "target_acc": "40.0",
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        "energy_rank": "1",
        "peak_memory_mb": "980.16",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "arce",
        "task_type": "Reason",
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        "target_level": "1",
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        "energy_kj": "1331.65",
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        "peak_memory_mb": "2238.33",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "arce",
        "task_type": "Reason",
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        "target_level": "1",
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        "energy_kj": "1340.68",
        "energy_rank": "4",
        "peak_memory_mb": "2274.42",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
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        "task_type": "Reason",
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        "target_level": "1",
        "method_id": "hetero",
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        "communication_rank": "3",
        "energy_kj": "938.0",
        "energy_rank": "2",
        "peak_memory_mb": "1363.6",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
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        "task_type": "Reason",
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        "target_level": "1",
        "method_id": "split",
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        "communication_rank": "1",
        "energy_kj": "79.11",
        "energy_rank": "1",
        "peak_memory_mb": "957.83",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
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        "task_type": "Reason",
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        "target_level": "2",
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        "energy_rank": "3",
        "peak_memory_mb": "2265.56",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "arce",
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        "target_level": "2",
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        "communication_rank": "2",
        "energy_kj": "1467.81",
        "energy_rank": "4",
        "peak_memory_mb": "2302.09",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "arce",
        "task_type": "Reason",
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        "target_level": "2",
        "method_id": "hetero",
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        "communication_rank": "3",
        "energy_kj": "1171.86",
        "energy_rank": "2",
        "peak_memory_mb": "1380.19",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "arce",
        "task_type": "Reason",
        "target_acc": "29.0",
        "target_level": "2",
        "method_id": "split",
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        "communication_mb": "25940.38",
        "communication_rank": "1",
        "energy_kj": "82.74",
        "energy_rank": "1",
        "peak_memory_mb": "969.48",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "arce",
        "task_type": "Reason",
        "target_acc": "30.0",
        "target_level": "3",
        "method_id": "fedavg",
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        "communication_mb": "44053.24",
        "communication_rank": "2",
        "energy_kj": "1650.23",
        "energy_rank": "2",
        "peak_memory_mb": "2274.11",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "arce",
        "task_type": "Reason",
        "target_acc": "30.0",
        "target_level": "3",
        "method_id": "fedprox",
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        "communication_mb": "44053.24",
        "communication_rank": "2",
        "energy_kj": "1660.18",
        "energy_rank": "3",
        "peak_memory_mb": "2310.78",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "arce",
        "task_type": "Reason",
        "target_acc": "30.0",
        "target_level": "3",
        "method_id": "hetero",
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        "communication_mb": "69138.11",
        "communication_rank": "3",
        "energy_kj": "1734.87",
        "energy_rank": "4",
        "peak_memory_mb": "1385.4",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "arce",
        "task_type": "Reason",
        "target_acc": "30.0",
        "target_level": "3",
        "method_id": "split",
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        "communication_mb": "27466.29",
        "communication_rank": "1",
        "energy_kj": "87.61",
        "energy_rank": "1",
        "peak_memory_mb": "973.14",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "winogrande",
        "task_type": "Reason",
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        "target_level": "1",
        "method_id": "fedavg",
        "wall_clock_h": "4.3",
        "wall_rank": "3",
        "communication_mb": "5083.07",
        "communication_rank": "2",
        "energy_kj": "194.76",
        "energy_rank": "3",
        "peak_memory_mb": "2327.35",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "winogrande",
        "task_type": "Reason",
        "target_acc": "51.0",
        "target_level": "1",
        "method_id": "fedprox",
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        "communication_mb": "24850.55",
        "communication_rank": "4",
        "energy_kj": "956.24",
        "energy_rank": "4",
        "peak_memory_mb": "2330.59",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "winogrande",
        "task_type": "Reason",
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        "target_level": "1",
        "method_id": "hetero",
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        "communication_mb": "6362.4",
        "communication_rank": "3",
        "energy_kj": "79.4",
        "energy_rank": "2",
        "peak_memory_mb": "1365.71",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "winogrande",
        "task_type": "Reason",
        "target_acc": "51.0",
        "target_level": "1",
        "method_id": "split",
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        "communication_mb": "3433.29",
        "communication_rank": "1",
        "energy_kj": "8.73",
        "energy_rank": "1",
        "peak_memory_mb": "961.43",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "winogrande",
        "task_type": "Reason",
        "target_acc": "51.0",
        "target_level": "2",
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        "communication_mb": "5647.85",
        "communication_rank": "2",
        "energy_kj": "216.42",
        "energy_rank": "3",
        "peak_memory_mb": "2355.12",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "winogrande",
        "task_type": "Reason",
        "target_acc": "51.0",
        "target_level": "2",
        "method_id": "fedprox",
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        "communication_mb": "27109.69",
        "communication_rank": "4",
        "energy_kj": "1043.38",
        "energy_rank": "4",
        "peak_memory_mb": "2358.4",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "winogrande",
        "task_type": "Reason",
        "target_acc": "51.0",
        "target_level": "2",
        "method_id": "hetero",
        "wall_clock_h": "2.22",
        "wall_rank": "2",
        "communication_mb": "8059.04",
        "communication_rank": "3",
        "energy_kj": "100.49",
        "energy_rank": "2",
        "peak_memory_mb": "1382.01",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "winogrande",
        "task_type": "Reason",
        "target_acc": "51.0",
        "target_level": "2",
        "method_id": "split",
        "wall_clock_h": "0.19",
        "wall_rank": "1",
        "communication_mb": "3433.29",
        "communication_rank": "1",
        "energy_kj": "8.73",
        "energy_rank": "1",
        "peak_memory_mb": "972.9",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "winogrande",
        "task_type": "Reason",
        "target_acc": "51.0",
        "target_level": "3",
        "method_id": "fedavg",
        "wall_clock_h": "5.73",
        "wall_rank": "3",
        "communication_mb": "6777.42",
        "communication_rank": "2",
        "energy_kj": "259.77",
        "energy_rank": "3",
        "peak_memory_mb": "2367.76",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "winogrande",
        "task_type": "Reason",
        "target_acc": "51.0",
        "target_level": "3",
        "method_id": "fedprox",
        "wall_clock_h": "38.34",
        "wall_rank": "4",
        "communication_mb": "45182.81",
        "communication_rank": "4",
        "energy_kj": "1737.24",
        "energy_rank": "4",
        "peak_memory_mb": "2371.06",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "winogrande",
        "task_type": "Reason",
        "target_acc": "51.0",
        "target_level": "3",
        "method_id": "hetero",
        "wall_clock_h": "2.68",
        "wall_rank": "2",
        "communication_mb": "9755.68",
        "communication_rank": "3",
        "energy_kj": "121.5",
        "energy_rank": "2",
        "peak_memory_mb": "1389.43",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "winogrande",
        "task_type": "Reason",
        "target_acc": "51.0",
        "target_level": "3",
        "method_id": "split",
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        "wall_rank": "1",
        "communication_mb": "4959.19",
        "communication_rank": "1",
        "energy_kj": "12.62",
        "energy_rank": "1",
        "peak_memory_mb": "978.12",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "boolq",
        "task_type": "Verify",
        "target_acc": "62.0",
        "target_level": "1",
        "method_id": "fedavg",
        "wall_clock_h": "21.88",
        "wall_rank": "3",
        "communication_mb": "10166.13",
        "communication_rank": "1",
        "energy_kj": "1137.31",
        "energy_rank": "3",
        "peak_memory_mb": "1339.46",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "boolq",
        "task_type": "Verify",
        "target_acc": "62.0",
        "target_level": "1",
        "method_id": "fedprox",
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        "communication_mb": "41229.32",
        "communication_rank": "3",
        "energy_kj": "1819.79",
        "energy_rank": "4",
        "peak_memory_mb": "2324.8",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "boolq",
        "task_type": "Verify",
        "target_acc": "62.0",
        "target_level": "1",
        "method_id": "hetero",
        "wall_clock_h": "14.03",
        "wall_rank": "2",
        "communication_mb": "50899.22",
        "communication_rank": "4",
        "energy_kj": "729.35",
        "energy_rank": "2",
        "peak_memory_mb": "1403.02",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "boolq",
        "task_type": "Verify",
        "target_acc": "62.0",
        "target_level": "1",
        "method_id": "split",
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        "wall_rank": "1",
        "communication_mb": "14977.36",
        "communication_rank": "2",
        "energy_kj": "31.98",
        "energy_rank": "1",
        "peak_memory_mb": "1002.91",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "boolq",
        "task_type": "Verify",
        "target_acc": "63.0",
        "target_level": "2",
        "method_id": "fedavg",
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        "wall_rank": "4",
        "communication_mb": "41794.1",
        "communication_rank": "2",
        "energy_kj": "4671.2",
        "energy_rank": "4",
        "peak_memory_mb": "1356.61",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "boolq",
        "task_type": "Verify",
        "target_acc": "63.0",
        "target_level": "2",
        "method_id": "fedprox",
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        "communication_mb": "59302.44",
        "communication_rank": "3",
        "energy_kj": "2617.11",
        "energy_rank": "3",
        "peak_memory_mb": "2354.56",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "boolq",
        "task_type": "Verify",
        "target_acc": "63.0",
        "target_level": "2",
        "method_id": "hetero",
        "wall_clock_h": "16.37",
        "wall_rank": "2",
        "communication_mb": "59382.42",
        "communication_rank": "4",
        "energy_kj": "850.83",
        "energy_rank": "2",
        "peak_memory_mb": "1420.98",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "boolq",
        "task_type": "Verify",
        "target_acc": "63.0",
        "target_level": "2",
        "method_id": "split",
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        "communication_mb": "17223.96",
        "communication_rank": "1",
        "energy_kj": "36.75",
        "energy_rank": "1",
        "peak_memory_mb": "1015.75",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "boolq",
        "task_type": "Verify",
        "target_acc": "64.0",
        "target_level": "3",
        "method_id": "fedavg",
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        "communication_mb": "48571.52",
        "communication_rank": "2",
        "energy_kj": "5429.43",
        "energy_rank": "4",
        "peak_memory_mb": "1365.38",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "boolq",
        "task_type": "Verify",
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        "target_level": "3",
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        "energy_kj": "3688.79",
        "energy_rank": "3",
        "peak_memory_mb": "2369.79",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "boolq",
        "task_type": "Verify",
        "target_acc": "64.0",
        "target_level": "3",
        "method_id": "hetero",
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        "communication_mb": "59382.42",
        "communication_rank": "3",
        "energy_kj": "850.83",
        "energy_rank": "2",
        "peak_memory_mb": "1430.17",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "boolq",
        "task_type": "Verify",
        "target_acc": "64.0",
        "target_level": "3",
        "method_id": "split",
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        "communication_mb": "17223.96",
        "communication_rank": "1",
        "energy_kj": "36.75",
        "energy_rank": "1",
        "peak_memory_mb": "1022.32",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "qnli",
        "task_type": "Verify",
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        "target_level": "1",
        "method_id": "fedavg",
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        "communication_mb": "18637.91",
        "communication_rank": "3",
        "energy_kj": "822.83",
        "energy_rank": "4",
        "peak_memory_mb": "2365.36",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "qnli",
        "task_type": "Verify",
        "target_acc": "61.0",
        "target_level": "1",
        "method_id": "fedprox",
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        "communication_rank": "2",
        "energy_kj": "747.48",
        "energy_rank": "3",
        "peak_memory_mb": "2382.52",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "qnli",
        "task_type": "Verify",
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        "method_id": "hetero",
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        "communication_rank": "1",
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        "energy_rank": "2",
        "peak_memory_mb": "1450.77",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "qnli",
        "task_type": "Verify",
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        "target_level": "1",
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        "energy_rank": "1",
        "peak_memory_mb": "1018.2",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "qnli",
        "task_type": "Verify",
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        "target_level": "2",
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        "communication_rank": "3",
        "energy_kj": "1620.23",
        "energy_rank": "3",
        "peak_memory_mb": "2393.59",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "qnli",
        "task_type": "Verify",
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        "target_level": "2",
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        "communication_rank": "4",
        "energy_kj": "1693.7",
        "energy_rank": "4",
        "peak_memory_mb": "2410.95",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "qnli",
        "task_type": "Verify",
        "target_acc": "65.0",
        "target_level": "2",
        "method_id": "hetero",
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        "communication_rank": "1",
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        "energy_rank": "2",
        "peak_memory_mb": "1468.08",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "qnli",
        "task_type": "Verify",
        "target_acc": "65.0",
        "target_level": "2",
        "method_id": "split",
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        "communication_rank": "2",
        "energy_kj": "94.73",
        "energy_rank": "1",
        "peak_memory_mb": "1030.35",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "qnli",
        "task_type": "Verify",
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        "target_level": "3",
        "method_id": "fedavg",
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        "communication_rank": "4",
        "energy_kj": "3260.63",
        "energy_rank": "4",
        "peak_memory_mb": "2406.44",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "qnli",
        "task_type": "Verify",
        "target_acc": "69.0",
        "target_level": "3",
        "method_id": "fedprox",
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        "communication_rank": "2",
        "energy_kj": "2368.79",
        "energy_rank": "3",
        "peak_memory_mb": "2423.89",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "qnli",
        "task_type": "Verify",
        "target_acc": "69.0",
        "target_level": "3",
        "method_id": "hetero",
        "wall_clock_h": "17.72",
        "wall_rank": "2",
        "communication_mb": "64472.34",
        "communication_rank": "3",
        "energy_kj": "925.6",
        "energy_rank": "2",
        "peak_memory_mb": "1475.96",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "gemma3_270m",
        "dataset_id": "qnli",
        "task_type": "Verify",
        "target_acc": "69.0",
        "target_level": "3",
        "method_id": "split",
        "wall_clock_h": "2.07",
        "wall_rank": "1",
        "communication_mb": "40436.48",
        "communication_rank": "1",
        "energy_kj": "107.93",
        "energy_rank": "1",
        "peak_memory_mb": "1035.88",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "task_type": "Choose",
        "target_acc": "30.0",
        "target_level": "1",
        "method_id": "fedavg",
        "wall_clock_h": "15.84",
        "wall_rank": "3",
        "communication_mb": "15732.89",
        "communication_rank": "2",
        "energy_kj": "770.04",
        "energy_rank": "3",
        "peak_memory_mb": "3368.58",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "task_type": "Choose",
        "target_acc": "30.0",
        "target_level": "1",
        "method_id": "fedprox",
        "wall_clock_h": "15.87",
        "wall_rank": "4",
        "communication_mb": "15732.89",
        "communication_rank": "2",
        "energy_kj": "771.13",
        "energy_rank": "4",
        "peak_memory_mb": "3539.18",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "task_type": "Choose",
        "target_acc": "30.0",
        "target_level": "1",
        "method_id": "hetero",
        "wall_clock_h": "7.38",
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        "communication_mb": "22384.69",
        "communication_rank": "3",
        "energy_kj": "358.58",
        "energy_rank": "2",
        "peak_memory_mb": "2587.7",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "task_type": "Choose",
        "target_acc": "30.0",
        "target_level": "1",
        "method_id": "split",
        "wall_clock_h": "0.45",
        "wall_rank": "1",
        "communication_mb": "10142.58",
        "communication_rank": "1",
        "energy_kj": "21.7",
        "energy_rank": "1",
        "peak_memory_mb": "1150.11",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "task_type": "Choose",
        "target_acc": "32.0",
        "target_level": "2",
        "method_id": "fedavg",
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        "wall_rank": "4",
        "communication_mb": "29809.69",
        "communication_rank": "2",
        "energy_kj": "1459.38",
        "energy_rank": "4",
        "peak_memory_mb": "3408.78",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "task_type": "Choose",
        "target_acc": "32.0",
        "target_level": "2",
        "method_id": "fedprox",
        "wall_clock_h": "30.02",
        "wall_rank": "3",
        "communication_mb": "29809.69",
        "communication_rank": "2",
        "energy_kj": "1458.96",
        "energy_rank": "3",
        "peak_memory_mb": "3581.42",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "task_type": "Choose",
        "target_acc": "32.0",
        "target_level": "2",
        "method_id": "hetero",
        "wall_clock_h": "12.31",
        "wall_rank": "2",
        "communication_mb": "37307.81",
        "communication_rank": "3",
        "energy_kj": "598.08",
        "energy_rank": "2",
        "peak_memory_mb": "2618.58",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "task_type": "Choose",
        "target_acc": "32.0",
        "target_level": "2",
        "method_id": "split",
        "wall_clock_h": "0.85",
        "wall_rank": "1",
        "communication_mb": "19217.52",
        "communication_rank": "1",
        "energy_kj": "41.15",
        "energy_rank": "1",
        "peak_memory_mb": "1163.83",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "task_type": "Choose",
        "target_acc": "33.0",
        "target_level": "3",
        "method_id": "fedavg",
        "wall_clock_h": "73.99",
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        "communication_mb": "73696.17",
        "communication_rank": "2",
        "energy_kj": "3596.01",
        "energy_rank": "3",
        "peak_memory_mb": "3427.08",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "task_type": "Choose",
        "target_acc": "33.0",
        "target_level": "3",
        "method_id": "fedprox",
        "wall_clock_h": "74.1",
        "wall_rank": "4",
        "communication_mb": "73696.17",
        "communication_rank": "2",
        "energy_kj": "3601.39",
        "energy_rank": "4",
        "peak_memory_mb": "3600.64",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "task_type": "Choose",
        "target_acc": "33.0",
        "target_level": "3",
        "method_id": "hetero",
        "wall_clock_h": "25.23",
        "wall_rank": "2",
        "communication_mb": "76481.02",
        "communication_rank": "3",
        "energy_kj": "1226.35",
        "energy_rank": "2",
        "peak_memory_mb": "2632.64",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "task_type": "Choose",
        "target_acc": "33.0",
        "target_level": "3",
        "method_id": "split",
        "wall_clock_h": "2.11",
        "wall_rank": "1",
        "communication_mb": "48043.8",
        "communication_rank": "1",
        "energy_kj": "102.63",
        "energy_rank": "1",
        "peak_memory_mb": "1170.08",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "63.0",
        "target_level": "1",
        "method_id": "fedavg",
        "wall_clock_h": "5.02",
        "wall_rank": "4",
        "communication_mb": "4968.28",
        "communication_rank": "2",
        "energy_kj": "232.97",
        "energy_rank": "4",
        "peak_memory_mb": "3432.59",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "63.0",
        "target_level": "1",
        "method_id": "fedprox",
        "wall_clock_h": "5.01",
        "wall_rank": "3",
        "communication_mb": "4968.28",
        "communication_rank": "2",
        "energy_kj": "232.21",
        "energy_rank": "3",
        "peak_memory_mb": "3398.65",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "63.0",
        "target_level": "1",
        "method_id": "hetero",
        "wall_clock_h": "2.05",
        "wall_rank": "2",
        "communication_mb": "6217.97",
        "communication_rank": "3",
        "energy_kj": "95.18",
        "energy_rank": "2",
        "peak_memory_mb": "2531.45",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "63.0",
        "target_level": "1",
        "method_id": "split",
        "wall_clock_h": "0.18",
        "wall_rank": "1",
        "communication_mb": "4804.38",
        "communication_rank": "1",
        "energy_kj": "8.47",
        "energy_rank": "1",
        "peak_memory_mb": "1137.96",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "64.0",
        "target_level": "2",
        "method_id": "fedavg",
        "wall_clock_h": "7.52",
        "wall_rank": "3",
        "communication_mb": "7452.42",
        "communication_rank": "1",
        "energy_kj": "349.03",
        "energy_rank": "3",
        "peak_memory_mb": "3473.55",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "64.0",
        "target_level": "2",
        "method_id": "fedprox",
        "wall_clock_h": "8.33",
        "wall_rank": "4",
        "communication_mb": "8280.47",
        "communication_rank": "3",
        "energy_kj": "386.66",
        "energy_rank": "4",
        "peak_memory_mb": "3439.22",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "64.0",
        "target_level": "2",
        "method_id": "hetero",
        "wall_clock_h": "5.94",
        "wall_rank": "2",
        "communication_mb": "18032.11",
        "communication_rank": "4",
        "energy_kj": "275.42",
        "energy_rank": "2",
        "peak_memory_mb": "2561.67",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "64.0",
        "target_level": "2",
        "method_id": "split",
        "wall_clock_h": "0.3",
        "wall_rank": "1",
        "communication_mb": "8007.3",
        "communication_rank": "2",
        "energy_kj": "14.12",
        "energy_rank": "1",
        "peak_memory_mb": "1151.54",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "65.0",
        "target_level": "3",
        "method_id": "fedavg",
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        "communication_mb": "11592.66",
        "communication_rank": "1",
        "energy_kj": "541.71",
        "energy_rank": "2",
        "peak_memory_mb": "3492.19",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "65.0",
        "target_level": "3",
        "method_id": "fedprox",
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        "communication_mb": "17388.98",
        "communication_rank": "2",
        "energy_kj": "815.72",
        "energy_rank": "4",
        "peak_memory_mb": "3457.67",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "65.0",
        "target_level": "3",
        "method_id": "hetero",
        "wall_clock_h": "12.7",
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        "communication_mb": "38551.41",
        "communication_rank": "4",
        "energy_kj": "589.29",
        "energy_rank": "3",
        "peak_memory_mb": "2575.41",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "piqa",
        "task_type": "Choose",
        "target_acc": "65.0",
        "target_level": "3",
        "method_id": "split",
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        "communication_mb": "20818.98",
        "communication_rank": "3",
        "energy_kj": "36.72",
        "energy_rank": "1",
        "peak_memory_mb": "1157.72",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
        "target_acc": "62.0",
        "target_level": "1",
        "method_id": "fedavg",
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        "communication_mb": "15732.89",
        "communication_rank": "2",
        "energy_kj": "772.17",
        "energy_rank": "4",
        "peak_memory_mb": "3418.89",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
        "target_acc": "62.0",
        "target_level": "1",
        "method_id": "fedprox",
        "wall_clock_h": "15.71",
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        "communication_mb": "15732.89",
        "communication_rank": "2",
        "energy_kj": "768.41",
        "energy_rank": "3",
        "peak_memory_mb": "3462.2",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
        "target_acc": "62.0",
        "target_level": "1",
        "method_id": "hetero",
        "wall_clock_h": "5.32",
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        "communication_mb": "16166.72",
        "communication_rank": "3",
        "energy_kj": "259.95",
        "energy_rank": "2",
        "peak_memory_mb": "2562.68",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
        "target_acc": "62.0",
        "target_level": "1",
        "method_id": "split",
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        "communication_mb": "10142.58",
        "communication_rank": "1",
        "energy_kj": "21.54",
        "energy_rank": "1",
        "peak_memory_mb": "1147.95",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
        "target_acc": "64.0",
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        "communication_rank": "3",
        "energy_kj": "1707.33",
        "energy_rank": "4",
        "peak_memory_mb": "3455.95",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
        "target_acc": "64.0",
        "target_level": "2",
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        "communication_rank": "3",
        "energy_kj": "1697.93",
        "energy_rank": "3",
        "peak_memory_mb": "3499.73",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
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        "communication_rank": "2",
        "energy_kj": "488.07",
        "energy_rank": "2",
        "peak_memory_mb": "2590.46",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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      {
        "model_id": "qwen25_05b",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
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        "target_level": "2",
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        "communication_rank": "1",
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        "energy_rank": "1",
        "peak_memory_mb": "1160.39",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
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        "communication_rank": "3",
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        "energy_rank": "4",
        "peak_memory_mb": "3476.19",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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      {
        "model_id": "qwen25_05b",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
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        "target_level": "3",
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        "energy_kj": "4609.67",
        "energy_rank": "3",
        "peak_memory_mb": "3520.23",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
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        "target_level": "3",
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        "communication_rank": "2",
        "energy_kj": "1464.33",
        "energy_rank": "2",
        "peak_memory_mb": "2605.63",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "socialiqa",
        "task_type": "Choose",
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        "target_level": "3",
        "method_id": "split",
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        "communication_rank": "1",
        "energy_kj": "65.53",
        "energy_rank": "1",
        "peak_memory_mb": "1167.19",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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      {
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "task_type": "Reason",
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        "target_level": "1",
        "method_id": "fedavg",
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        "communication_mb": "24013.36",
        "communication_rank": "2",
        "energy_kj": "1176.4",
        "energy_rank": "4",
        "peak_memory_mb": "3404.12",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "task_type": "Reason",
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        "target_level": "1",
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        "communication_rank": "2",
        "energy_kj": "1168.56",
        "energy_rank": "3",
        "peak_memory_mb": "3441.75",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "task_type": "Reason",
        "target_acc": "75.0",
        "target_level": "1",
        "method_id": "hetero",
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        "communication_mb": "24250.08",
        "communication_rank": "3",
        "energy_kj": "193.52",
        "energy_rank": "2",
        "peak_memory_mb": "2540.26",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "task_type": "Reason",
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        "target_level": "1",
        "method_id": "split",
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        "communication_mb": "10676.4",
        "communication_rank": "1",
        "energy_kj": "23.09",
        "energy_rank": "1",
        "peak_memory_mb": "1141.11",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "task_type": "Reason",
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        "target_level": "2",
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        "energy_kj": "1580.47",
        "energy_rank": "3",
        "peak_memory_mb": "3445.54",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
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        "task_type": "Reason",
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        "peak_memory_mb": "3483.62",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
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        "task_type": "Reason",
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        "communication_rank": "4",
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        "energy_rank": "2",
        "peak_memory_mb": "2571.17",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
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        "task_type": "Reason",
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        "energy_rank": "1",
        "peak_memory_mb": "1154.99",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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      {
        "model_id": "qwen25_05b",
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        "energy_kj": "3240.1",
        "energy_rank": "4",
        "peak_memory_mb": "3458.55",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
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        "task_type": "Reason",
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        "target_level": "3",
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        "energy_kj": "3223.88",
        "energy_rank": "3",
        "peak_memory_mb": "3496.77",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
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        "task_type": "Reason",
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        "target_level": "3",
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        "communication_mb": "67775.86",
        "communication_rank": "3",
        "energy_kj": "540.93",
        "energy_rank": "2",
        "peak_memory_mb": "2580.88",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
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        "energy_rank": "1",
        "peak_memory_mb": "1159.35",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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      {
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      {
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        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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      {
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        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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      {
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        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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      {
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        "communication_rank": "3",
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        "peak_memory_mb": "2547.57",
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        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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      {
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        "communication_rank": "1",
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        "peak_memory_mb": "1164.99",
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        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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      {
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        "peak_memory_mb": "3375.58",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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      {
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        "communication_rank": "2",
        "energy_kj": "115.91",
        "energy_rank": "3",
        "peak_memory_mb": "3497.83",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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      {
        "model_id": "qwen25_05b",
        "dataset_id": "qnli",
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        "target_level": "1",
        "method_id": "hetero",
        "wall_clock_h": "1.03",
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        "communication_mb": "3108.98",
        "communication_rank": "3",
        "energy_kj": "48.17",
        "energy_rank": "2",
        "peak_memory_mb": "2510.74",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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      {
        "model_id": "qwen25_05b",
        "dataset_id": "qnli",
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        "peak_memory_mb": "1152.89",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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      {
        "model_id": "qwen25_05b",
        "dataset_id": "qnli",
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        "target_level": "2",
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        "communication_mb": "18217.03",
        "communication_rank": "2",
        "energy_kj": "851.18",
        "energy_rank": "4",
        "peak_memory_mb": "3415.86",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
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      {
        "model_id": "qwen25_05b",
        "dataset_id": "qnli",
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        "target_acc": "63.0",
        "target_level": "2",
        "method_id": "fedprox",
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        "communication_rank": "2",
        "energy_kj": "848.5",
        "energy_rank": "3",
        "peak_memory_mb": "3539.57",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "qnli",
        "task_type": "Verify",
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        "target_level": "2",
        "method_id": "hetero",
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        "wall_rank": "2",
        "communication_mb": "11192.34",
        "communication_rank": "1",
        "energy_kj": "172.76",
        "energy_rank": "2",
        "peak_memory_mb": "2540.71",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "qnli",
        "task_type": "Verify",
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        "method_id": "split",
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        "communication_rank": "3",
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        "energy_rank": "1",
        "peak_memory_mb": "1166.65",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "qnli",
        "task_type": "Verify",
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        "target_level": "3",
        "method_id": "fedavg",
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        "communication_rank": "2",
        "energy_kj": "2474.11",
        "energy_rank": "3",
        "peak_memory_mb": "3434.19",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "qnli",
        "task_type": "Verify",
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        "energy_kj": "3427.23",
        "energy_rank": "4",
        "peak_memory_mb": "3558.57",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "qnli",
        "task_type": "Verify",
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        "target_level": "3",
        "method_id": "hetero",
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        "communication_mb": "49121.95",
        "communication_rank": "1",
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        "energy_rank": "2",
        "peak_memory_mb": "2554.34",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      },
      {
        "model_id": "qwen25_05b",
        "dataset_id": "qnli",
        "task_type": "Verify",
        "target_acc": "64.0",
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        "method_id": "split",
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        "communication_mb": "82208.27",
        "communication_rank": "4",
        "energy_kj": "176.19",
        "energy_rank": "1",
        "peak_memory_mb": "1172.91",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix B complete Protocol B table parsed from LaTeX."
      }
    ],
    "C": [
      {
        "scenario": "communication",
        "model_id": "gemma3_1b",
        "dataset_id": "arce",
        "condition_label": "appendix communication fluctuation",
        "method_id": "fedavg",
        "accuracy": "",
        "accuracy_delta": "",
        "accuracy_rank": "",
        "wall_clock_h": "",
        "wall_delta": "",
        "wall_rank": "",
        "communication_mb": "",
        "communication_delta": "",
        "communication_rank": "",
        "energy_kj": "",
        "energy_delta": "",
        "energy_rank": "",
        "peak_memory_mb": "",
        "memory_delta": "",
        "memory_rank": "",
        "feasibility": "oom",
        "note": "Appendix C complete communication-fluctuation table parsed from LaTeX."
      },
      {
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        "accuracy_delta": "0.0",
        "accuracy_rank": "1",
        "wall_clock_h": "2.21",
        "wall_delta": "0.83",
        "wall_rank": "1",
        "communication_mb": "40036.5",
        "communication_delta": "0.0",
        "communication_rank": "1",
        "energy_kj": "111.99",
        "energy_delta": "42.15",
        "energy_rank": "1",
        "peak_memory_mb": "1139.52",
        "memory_delta": "0.0",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Appendix C complete communication-fluctuation table parsed from LaTeX."
      },
      {
        "scenario": "dropout",
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "condition_label": "10% dropout",
        "method_id": "fedavg",
        "accuracy": "33.7",
        "accuracy_delta": "-0.14",
        "accuracy_rank": "4",
        "wall_clock_h": "184.96",
        "wall_delta": "26.84",
        "wall_rank": "3",
        "communication_mb": "8250.0",
        "communication_delta": "412.5",
        "communication_rank": "3",
        "energy_kj": "8956.4",
        "energy_delta": "1299.76",
        "energy_rank": "3",
        "peak_memory_mb": "4551.18",
        "memory_delta": "-0.75",
        "memory_rank": "4",
        "feasibility": "ok",
        "note": "Client availability perturbation."
      },
      {
        "scenario": "dropout",
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "condition_label": "10% dropout",
        "method_id": "fedprox",
        "accuracy": "33.72",
        "accuracy_delta": "-0.12",
        "accuracy_rank": "3",
        "wall_clock_h": "185.16",
        "wall_delta": "26.85",
        "wall_rank": "4",
        "communication_mb": "8250.0",
        "communication_delta": "412.5",
        "communication_rank": "3",
        "energy_kj": "8966.19",
        "energy_delta": "1300.06",
        "energy_rank": "4",
        "peak_memory_mb": "4580.47",
        "memory_delta": "-0.11",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Client availability perturbation."
      },
      {
        "scenario": "dropout",
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "condition_label": "10% dropout",
        "method_id": "hetero",
        "accuracy": "33.13",
        "accuracy_delta": "-0.05",
        "accuracy_rank": "1",
        "wall_clock_h": "182.4",
        "wall_delta": "22.36",
        "wall_rank": "2",
        "communication_mb": "8250.0",
        "communication_delta": "206.25",
        "communication_rank": "2",
        "energy_kj": "8832.25",
        "energy_delta": "1082.9",
        "energy_rank": "2",
        "peak_memory_mb": "3927.04",
        "memory_delta": "-0.57",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Client availability perturbation."
      },
      {
        "scenario": "dropout",
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "condition_label": "10% dropout",
        "method_id": "split",
        "accuracy": "33.59",
        "accuracy_delta": "-0.08",
        "accuracy_rank": "2",
        "wall_clock_h": "5.22",
        "wall_delta": "0.52",
        "wall_rank": "1",
        "communication_mb": "8250.0",
        "communication_delta": "0.0",
        "communication_rank": "1",
        "energy_kj": "252.66",
        "energy_delta": "25.27",
        "energy_rank": "1",
        "peak_memory_mb": "2023.79",
        "memory_delta": "0.58",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Client availability perturbation."
      },
      {
        "scenario": "dropout",
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "condition_label": "30% dropout",
        "method_id": "fedavg",
        "accuracy": "33.82",
        "accuracy_delta": "-0.02",
        "accuracy_rank": "1",
        "wall_clock_h": "237.81",
        "wall_delta": "79.69",
        "wall_rank": "3",
        "communication_mb": "8250.0",
        "communication_delta": "412.5",
        "communication_rank": "3",
        "energy_kj": "11515.38",
        "energy_delta": "3858.73",
        "energy_rank": "3",
        "peak_memory_mb": "4551.1",
        "memory_delta": "-0.83",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Client availability perturbation."
      },
      {
        "scenario": "dropout",
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "condition_label": "30% dropout",
        "method_id": "fedprox",
        "accuracy": "33.81",
        "accuracy_delta": "-0.03",
        "accuracy_rank": "2",
        "wall_clock_h": "238.07",
        "wall_delta": "79.75",
        "wall_rank": "4",
        "communication_mb": "8250.0",
        "communication_delta": "412.5",
        "communication_rank": "3",
        "energy_kj": "11527.95",
        "energy_delta": "3861.83",
        "energy_rank": "4",
        "peak_memory_mb": "4582.08",
        "memory_delta": "1.5",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Client availability perturbation."
      },
      {
        "scenario": "dropout",
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "condition_label": "30% dropout",
        "method_id": "hetero",
        "accuracy": "33.09",
        "accuracy_delta": "-0.09",
        "accuracy_rank": "3",
        "wall_clock_h": "234.51",
        "wall_delta": "74.48",
        "wall_rank": "2",
        "communication_mb": "8250.0",
        "communication_delta": "206.25",
        "communication_rank": "2",
        "energy_kj": "11355.75",
        "energy_delta": "3606.4",
        "energy_rank": "2",
        "peak_memory_mb": "3928.49",
        "memory_delta": "0.88",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "Client availability perturbation."
      },
      {
        "scenario": "dropout",
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "condition_label": "30% dropout",
        "method_id": "split",
        "accuracy": "33.57",
        "accuracy_delta": "-0.1",
        "accuracy_rank": "4",
        "wall_clock_h": "6.71",
        "wall_delta": "2.01",
        "wall_rank": "1",
        "communication_mb": "8250.0",
        "communication_delta": "0.0",
        "communication_rank": "1",
        "energy_kj": "324.85",
        "energy_delta": "97.45",
        "energy_rank": "1",
        "peak_memory_mb": "2024.71",
        "memory_delta": "1.5",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "Client availability perturbation."
      },
      {
        "scenario": "dropout",
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "condition_label": "50% dropout",
        "method_id": "fedavg",
        "accuracy": "33.46",
        "accuracy_delta": "-0.38",
        "accuracy_rank": "4",
        "wall_clock_h": "289.47",
        "wall_delta": "131.35",
        "wall_rank": "3",
        "communication_mb": "7177.5",
        "communication_delta": "-660.0",
        "communication_rank": "2",
        "energy_kj": "14017.18",
        "energy_delta": "6360.54",
        "energy_rank": "3",
        "peak_memory_mb": "4553.43",
        "memory_delta": "1.5",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Client availability perturbation."
      },
      {
        "scenario": "dropout",
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "condition_label": "50% dropout",
        "method_id": "fedprox",
        "accuracy": "33.73",
        "accuracy_delta": "-0.11",
        "accuracy_rank": "1",
        "wall_clock_h": "271.62",
        "wall_delta": "113.31",
        "wall_rank": "2",
        "communication_mb": "6723.75",
        "communication_delta": "-1113.75",
        "communication_rank": "3",
        "energy_kj": "13152.87",
        "energy_delta": "5486.74",
        "energy_rank": "2",
        "peak_memory_mb": "4582.08",
        "memory_delta": "1.5",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Client availability perturbation."
      },
      {
        "scenario": "dropout",
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "condition_label": "50% dropout",
        "method_id": "hetero",
        "accuracy": "33.06",
        "accuracy_delta": "-0.12",
        "accuracy_rank": "2",
        "wall_clock_h": "328.31",
        "wall_delta": "168.28",
        "wall_rank": "4",
        "communication_mb": "8250.0",
        "communication_delta": "206.25",
        "communication_rank": "1",
        "energy_kj": "15898.05",
        "energy_delta": "8148.7",
        "energy_rank": "4",
        "peak_memory_mb": "3929.11",
        "memory_delta": "1.5",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Client availability perturbation."
      },
      {
        "scenario": "dropout",
        "model_id": "qwen25_05b",
        "dataset_id": "hellaswag",
        "condition_label": "50% dropout",
        "method_id": "split",
        "accuracy": "33.34",
        "accuracy_delta": "-0.33",
        "accuracy_rank": "3",
        "wall_clock_h": "7.56",
        "wall_delta": "2.87",
        "wall_rank": "1",
        "communication_mb": "6641.25",
        "communication_delta": "-1608.75",
        "communication_rank": "4",
        "energy_kj": "366.23",
        "energy_delta": "138.84",
        "energy_rank": "1",
        "peak_memory_mb": "2024.71",
        "memory_delta": "1.5",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Client availability perturbation."
      },
      {
        "scenario": "heterogeneity",
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "condition_label": "100J",
        "method_id": "fedavg",
        "accuracy": "78.6",
        "accuracy_delta": "0.0",
        "accuracy_rank": "1",
        "wall_clock_h": "19.85",
        "wall_delta": "-136.51",
        "wall_rank": "4",
        "communication_mb": "6624.38",
        "communication_delta": "0.0",
        "communication_rank": "1",
        "energy_kj": "960.95",
        "energy_delta": "-6609.9",
        "energy_rank": "4",
        "peak_memory_mb": "4569.06",
        "memory_delta": "0.6",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "J, I, P, M, N denote Jetson, iQOO, P50, Mate 20, Nova."
      },
      {
        "scenario": "heterogeneity",
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "condition_label": "100J",
        "method_id": "fedprox",
        "accuracy": "78.77",
        "accuracy_delta": "0.0",
        "accuracy_rank": "1",
        "wall_clock_h": "23.92",
        "wall_delta": "-136.49",
        "wall_rank": "3",
        "communication_mb": "6624.38",
        "communication_delta": "0.0",
        "communication_rank": "1",
        "energy_kj": "1158.02",
        "energy_delta": "-6608.81",
        "energy_rank": "3",
        "peak_memory_mb": "4569.57",
        "memory_delta": "0.5",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "J, I, P, M, N denote Jetson, iQOO, P50, Mate 20, Nova."
      },
      {
        "scenario": "heterogeneity",
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "condition_label": "100J",
        "method_id": "hetero",
        "accuracy": "76.84",
        "accuracy_delta": "0.17",
        "accuracy_rank": "2",
        "wall_clock_h": "31.57",
        "wall_delta": "-78.07",
        "wall_rank": "2",
        "communication_mb": "3300.0",
        "communication_delta": "-1608.75",
        "communication_rank": "2",
        "energy_kj": "1528.42",
        "energy_delta": "-3780.15",
        "energy_rank": "2",
        "peak_memory_mb": "3913.44",
        "memory_delta": "0.4",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "J, I, P, M, N denote Jetson, iQOO, P50, Mate 20, Nova."
      },
      {
        "scenario": "heterogeneity",
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "condition_label": "100J",
        "method_id": "split",
        "accuracy": "77.02",
        "accuracy_delta": "0.0",
        "accuracy_rank": "1",
        "wall_clock_h": "4.83",
        "wall_delta": "0.04",
        "wall_rank": "1",
        "communication_mb": "3416.45",
        "communication_delta": "0.0",
        "communication_rank": "1",
        "energy_kj": "233.71",
        "energy_delta": "1.78",
        "energy_rank": "1",
        "peak_memory_mb": "2018.8",
        "memory_delta": "0.4",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "J, I, P, M, N denote Jetson, iQOO, P50, Mate 20, Nova."
      },
      {
        "scenario": "heterogeneity",
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "condition_label": "10I+10P+30M+50N",
        "method_id": "fedavg",
        "accuracy": "78.6",
        "accuracy_delta": "0.0",
        "accuracy_rank": "1",
        "wall_clock_h": "168.82",
        "wall_delta": "12.47",
        "wall_rank": "4",
        "communication_mb": "6624.38",
        "communication_delta": "0.0",
        "communication_rank": "1",
        "energy_kj": "8174.42",
        "energy_delta": "603.56",
        "energy_rank": "4",
        "peak_memory_mb": "4567.86",
        "memory_delta": "-0.6",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "J, I, P, M, N denote Jetson, iQOO, P50, Mate 20, Nova."
      },
      {
        "scenario": "heterogeneity",
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "condition_label": "10I+10P+30M+50N",
        "method_id": "fedprox",
        "accuracy": "78.77",
        "accuracy_delta": "0.0",
        "accuracy_rank": "1",
        "wall_clock_h": "167.2",
        "wall_delta": "6.79",
        "wall_rank": "3",
        "communication_mb": "6624.38",
        "communication_delta": "0.0",
        "communication_rank": "1",
        "energy_kj": "8095.7",
        "energy_delta": "328.87",
        "energy_rank": "3",
        "peak_memory_mb": "4568.57",
        "memory_delta": "-0.5",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "J, I, P, M, N denote Jetson, iQOO, P50, Mate 20, Nova."
      },
      {
        "scenario": "heterogeneity",
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "condition_label": "10I+10P+30M+50N",
        "method_id": "hetero",
        "accuracy": "76.32",
        "accuracy_delta": "-0.35",
        "accuracy_rank": "2",
        "wall_clock_h": "114.62",
        "wall_delta": "4.98",
        "wall_rank": "2",
        "communication_mb": "4166.25",
        "communication_delta": "-742.5",
        "communication_rank": "2",
        "energy_kj": "5549.86",
        "energy_delta": "241.3",
        "energy_rank": "2",
        "peak_memory_mb": "3912.64",
        "memory_delta": "-0.4",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "J, I, P, M, N denote Jetson, iQOO, P50, Mate 20, Nova."
      },
      {
        "scenario": "heterogeneity",
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "condition_label": "10I+10P+30M+50N",
        "method_id": "split",
        "accuracy": "77.02",
        "accuracy_delta": "0.0",
        "accuracy_rank": "1",
        "wall_clock_h": "4.84",
        "wall_delta": "0.05",
        "wall_rank": "1",
        "communication_mb": "3416.45",
        "communication_delta": "0.0",
        "communication_rank": "1",
        "energy_kj": "234.3",
        "energy_delta": "2.36",
        "energy_rank": "1",
        "peak_memory_mb": "2018.0",
        "memory_delta": "-0.4",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "J, I, P, M, N denote Jetson, iQOO, P50, Mate 20, Nova."
      },
      {
        "scenario": "heterogeneity",
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "condition_label": "10J+20I+20P+20M+30N",
        "method_id": "fedavg",
        "accuracy": "78.6",
        "accuracy_delta": "0.0",
        "accuracy_rank": "1",
        "wall_clock_h": "166.01",
        "wall_delta": "9.65",
        "wall_rank": "4",
        "communication_mb": "6624.38",
        "communication_delta": "0.0",
        "communication_rank": "1",
        "energy_kj": "8038.0",
        "energy_delta": "467.14",
        "energy_rank": "4",
        "peak_memory_mb": "4568.16",
        "memory_delta": "-0.3",
        "memory_rank": "3",
        "feasibility": "ok",
        "note": "J, I, P, M, N denote Jetson, iQOO, P50, Mate 20, Nova."
      },
      {
        "scenario": "heterogeneity",
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "condition_label": "10J+20I+20P+20M+30N",
        "method_id": "fedprox",
        "accuracy": "78.77",
        "accuracy_delta": "0.0",
        "accuracy_rank": "1",
        "wall_clock_h": "165.21",
        "wall_delta": "4.81",
        "wall_rank": "3",
        "communication_mb": "6624.38",
        "communication_delta": "0.0",
        "communication_rank": "1",
        "energy_kj": "7999.56",
        "energy_delta": "232.73",
        "energy_rank": "3",
        "peak_memory_mb": "4568.82",
        "memory_delta": "-0.25",
        "memory_rank": "2",
        "feasibility": "ok",
        "note": "J, I, P, M, N denote Jetson, iQOO, P50, Mate 20, Nova."
      },
      {
        "scenario": "heterogeneity",
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "condition_label": "10J+20I+20P+20M+30N",
        "method_id": "hetero",
        "accuracy": "76.4",
        "accuracy_delta": "-0.27",
        "accuracy_rank": "2",
        "wall_clock_h": "113.26",
        "wall_delta": "3.62",
        "wall_rank": "2",
        "communication_mb": "4743.75",
        "communication_delta": "-165.0",
        "communication_rank": "2",
        "energy_kj": "5483.93",
        "energy_delta": "175.37",
        "energy_rank": "2",
        "peak_memory_mb": "3912.84",
        "memory_delta": "-0.2",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "J, I, P, M, N denote Jetson, iQOO, P50, Mate 20, Nova."
      },
      {
        "scenario": "heterogeneity",
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "condition_label": "10J+20I+20P+20M+30N",
        "method_id": "split",
        "accuracy": "77.02",
        "accuracy_delta": "0.0",
        "accuracy_rank": "1",
        "wall_clock_h": "4.83",
        "wall_delta": "0.04",
        "wall_rank": "1",
        "communication_mb": "3416.45",
        "communication_delta": "0.0",
        "communication_rank": "1",
        "energy_kj": "233.79",
        "energy_delta": "1.85",
        "energy_rank": "1",
        "peak_memory_mb": "2018.2",
        "memory_delta": "-0.2",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "J, I, P, M, N denote Jetson, iQOO, P50, Mate 20, Nova."
      },
      {
        "scenario": "heterogeneity",
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "condition_label": "20J+20I+20P+20M+20N",
        "method_id": "fedavg",
        "accuracy": "78.6",
        "accuracy_delta": "0.0",
        "accuracy_rank": "1",
        "wall_clock_h": "156.36",
        "wall_delta": "0.0",
        "wall_rank": "1",
        "communication_mb": "6624.38",
        "communication_delta": "0.0",
        "communication_rank": "1",
        "energy_kj": "7570.86",
        "energy_delta": "0.0",
        "energy_rank": "1",
        "peak_memory_mb": "4568.46",
        "memory_delta": "0.0",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Balanced reference client mix."
      },
      {
        "scenario": "heterogeneity",
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "condition_label": "20J+20I+20P+20M+20N",
        "method_id": "fedprox",
        "accuracy": "78.77",
        "accuracy_delta": "0.0",
        "accuracy_rank": "1",
        "wall_clock_h": "160.41",
        "wall_delta": "0.0",
        "wall_rank": "1",
        "communication_mb": "6624.38",
        "communication_delta": "0.0",
        "communication_rank": "1",
        "energy_kj": "7766.83",
        "energy_delta": "0.0",
        "energy_rank": "1",
        "peak_memory_mb": "4569.07",
        "memory_delta": "0.0",
        "memory_rank": "1",
        "feasibility": "ok",
        "note": "Balanced reference client mix."
      },
      {
        "scenario": "heterogeneity",
        "model_id": "qwen25_05b",
        "dataset_id": "arce",
        "condition_label": "20J+20I+20P+20M+20N",
        "method_id": "hetero",
        "accuracy": "76.67",
        "accuracy_delta": "0.0",
        "accuracy_rank": "1",
        "wall_clock_h": "109.64",
        "wall_delta": "0.0",
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