{
  "source": "https://arxiv.org/pdf/2607.14107",
  "table": 1,
  "rows": [
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 256,
      "method": "Baseline",
      "accuracy": 79.3,
      "tpf": 1.0,
      "tps": 6.58
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 256,
      "method": "Baseline",
      "accuracy": 75.85,
      "tpf": 1.0,
      "tps": 9.85
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 256,
      "method": "Baseline+Parallel",
      "accuracy": 78.57,
      "tpf": 2.95,
      "tps": 17.65
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 256,
      "method": "Baseline+Parallel",
      "accuracy": 72.96,
      "tpf": 1.56,
      "tps": 12.1
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 256,
      "method": "Fast-dLLM",
      "accuracy": 77.88,
      "tpf": 2.72,
      "tps": 47.88
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 256,
      "method": "Fast-dLLM",
      "accuracy": 66.67,
      "tpf": 1.71,
      "tps": 39.86
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 256,
      "method": "Dynamic-dLLM",
      "accuracy": 78.01,
      "tpf": 2.79,
      "tps": 49.15
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 256,
      "method": "Dynamic-dLLM",
      "accuracy": 68.16,
      "tpf": 1.79,
      "tps": 41.01
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 256,
      "method": "Elastic-Cache",
      "accuracy": 77.58,
      "tpf": 2.93,
      "tps": 55.01
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 256,
      "method": "Elastic-Cache",
      "accuracy": 63.63,
      "tpf": 1.48,
      "tps": 31.5
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 256,
      "method": "Polestar",
      "accuracy": 78.33,
      "tpf": 3.67,
      "tps": 87.57
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 256,
      "method": "Polestar",
      "accuracy": 72.4,
      "tpf": 2.39,
      "tps": 52.8
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 512,
      "method": "Baseline",
      "accuracy": 77.5,
      "tpf": 1.0,
      "tps": 3.93
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 512,
      "method": "Baseline",
      "accuracy": 76.9,
      "tpf": 1.0,
      "tps": 6.59
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 512,
      "method": "Baseline+Parallel",
      "accuracy": 77.5,
      "tpf": 2.85,
      "tps": 18.82
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 512,
      "method": "Baseline+Parallel",
      "accuracy": 69.95,
      "tpf": 1.96,
      "tps": 15.99
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 512,
      "method": "Fast-dLLM",
      "accuracy": 76.52,
      "tpf": 2.58,
      "tps": 38.07
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 512,
      "method": "Fast-dLLM",
      "accuracy": 64.55,
      "tpf": 1.38,
      "tps": 25.11
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 512,
      "method": "Dynamic-dLLM",
      "accuracy": 76.65,
      "tpf": 2.9,
      "tps": 42.79
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 512,
      "method": "Dynamic-dLLM",
      "accuracy": 65.03,
      "tpf": 1.47,
      "tps": 26.2
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 512,
      "method": "Elastic-Cache",
      "accuracy": 76.97,
      "tpf": 2.61,
      "tps": 38.44
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 512,
      "method": "Elastic-Cache",
      "accuracy": 58.94,
      "tpf": 1.13,
      "tps": 19.39
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 512,
      "method": "Polestar",
      "accuracy": 78.18,
      "tpf": 3.59,
      "tps": 80.6
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "GSM8K",
      "generation_length": 512,
      "method": "Polestar",
      "accuracy": 69.65,
      "tpf": 2.13,
      "tps": 34.44
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "MATH",
      "generation_length": 256,
      "method": "Baseline",
      "accuracy": 33.5,
      "tpf": 1.0,
      "tps": 9.1
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "MATH",
      "generation_length": 256,
      "method": "Baseline",
      "accuracy": 41.69,
      "tpf": 1.0,
      "tps": 10.65
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "MATH",
      "generation_length": 256,
      "method": "Baseline+Parallel",
      "accuracy": 33.1,
      "tpf": 2.51,
      "tps": 22.9
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "MATH",
      "generation_length": 256,
      "method": "Baseline+Parallel",
      "accuracy": 41.3,
      "tpf": 1.68,
      "tps": 25.87
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "MATH",
      "generation_length": 256,
      "method": "Fast-dLLM",
      "accuracy": 30.18,
      "tpf": 2.3,
      "tps": 38.13
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "MATH",
      "generation_length": 256,
      "method": "Fast-dLLM",
      "accuracy": 37.19,
      "tpf": 1.79,
      "tps": 49.08
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "MATH",
      "generation_length": 256,
      "method": "Dynamic-dLLM",
      "accuracy": 30.09,
      "tpf": 2.6,
      "tps": 43.24
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "MATH",
      "generation_length": 256,
      "method": "Dynamic-dLLM",
      "accuracy": 37.47,
      "tpf": 2.04,
      "tps": 54.93
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "MATH",
      "generation_length": 256,
      "method": "Elastic-Cache",
      "accuracy": 29.35,
      "tpf": 2.08,
      "tps": 42.56
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "MATH",
      "generation_length": 256,
      "method": "Elastic-Cache",
      "accuracy": 30.02,
      "tpf": 1.73,
      "tps": 43.05
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "MATH",
      "generation_length": 256,
      "method": "Polestar",
      "accuracy": 32.77,
      "tpf": 2.91,
      "tps": 70.05
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "MATH",
      "generation_length": 256,
      "method": "Polestar",
      "accuracy": 40.75,
      "tpf": 2.29,
      "tps": 59.62
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "MATH",
      "generation_length": 512,
      "method": "Baseline",
      "accuracy": 36.6,
      "tpf": 1.0,
      "tps": 8.3
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "MATH",
      "generation_length": 512,
      "method": "Baseline",
      "accuracy": 38.95,
      "tpf": 1.0,
      "tps": 9.8
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "MATH",
      "generation_length": 512,
      "method": "Baseline+Parallel",
      "accuracy": 36.15,
      "tpf": 2.5,
      "tps": 19.6
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "MATH",
      "generation_length": 512,
      "method": "Baseline+Parallel",
      "accuracy": 37.9,
      "tpf": 2.1,
      "tps": 32.8
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "MATH",
      "generation_length": 512,
      "method": "Fast-dLLM",
      "accuracy": 33.2,
      "tpf": 2.6,
      "tps": 50.79
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "MATH",
      "generation_length": 512,
      "method": "Fast-dLLM",
      "accuracy": 32.64,
      "tpf": 2.27,
      "tps": 57.79
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "MATH",
      "generation_length": 512,
      "method": "Dynamic-dLLM",
      "accuracy": 32.22,
      "tpf": 2.79,
      "tps": 54.57
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "MATH",
      "generation_length": 512,
      "method": "Dynamic-dLLM",
      "accuracy": 33.88,
      "tpf": 2.47,
      "tps": 61.58
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "MATH",
      "generation_length": 512,
      "method": "Elastic-Cache",
      "accuracy": 30.85,
      "tpf": 2.17,
      "tps": 39.22
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "MATH",
      "generation_length": 512,
      "method": "Elastic-Cache",
      "accuracy": 33.17,
      "tpf": 2.35,
      "tps": 54.46
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "MATH",
      "generation_length": 512,
      "method": "Polestar",
      "accuracy": 34.85,
      "tpf": 3.3,
      "tps": 69.84
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "MATH",
      "generation_length": 512,
      "method": "Polestar",
      "accuracy": 35.71,
      "tpf": 2.81,
      "tps": 66.21
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 256,
      "method": "Baseline",
      "accuracy": 43.35,
      "tpf": 1.0,
      "tps": 17.6
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 256,
      "method": "Baseline",
      "accuracy": 58.8,
      "tpf": 1.0,
      "tps": 23.3
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 256,
      "method": "Baseline+Parallel",
      "accuracy": 43.9,
      "tpf": 3.11,
      "tps": 56.41
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 256,
      "method": "Baseline+Parallel",
      "accuracy": 58.8,
      "tpf": 2.1,
      "tps": 46.97
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 256,
      "method": "Fast-dLLM",
      "accuracy": 38.63,
      "tpf": 2.64,
      "tps": 54.19
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 256,
      "method": "Fast-dLLM",
      "accuracy": 48.48,
      "tpf": 1.36,
      "tps": 40.45
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 256,
      "method": "Dynamic-dLLM",
      "accuracy": 38.84,
      "tpf": 3.11,
      "tps": 63.79
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 256,
      "method": "Dynamic-dLLM",
      "accuracy": 48.0,
      "tpf": 1.45,
      "tps": 42.21
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 256,
      "method": "Elastic-Cache",
      "accuracy": 41.67,
      "tpf": 3.08,
      "tps": 72.75
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 256,
      "method": "Elastic-Cache",
      "accuracy": 55.3,
      "tpf": 1.27,
      "tps": 33.58
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 256,
      "method": "Polestar",
      "accuracy": 42.42,
      "tpf": 3.38,
      "tps": 87.45
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 256,
      "method": "Polestar",
      "accuracy": 57.69,
      "tpf": 1.79,
      "tps": 55.18
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 512,
      "method": "Baseline",
      "accuracy": 44.1,
      "tpf": 1.0,
      "tps": 8.57
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 512,
      "method": "Baseline",
      "accuracy": 58.8,
      "tpf": 1.0,
      "tps": 15.48
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 512,
      "method": "Baseline+Parallel",
      "accuracy": 44.1,
      "tpf": 2.71,
      "tps": 34.53
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 512,
      "method": "Baseline+Parallel",
      "accuracy": 56.95,
      "tpf": 1.93,
      "tps": 26.77
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 512,
      "method": "Fast-dLLM",
      "accuracy": 44.24,
      "tpf": 2.59,
      "tps": 58.87
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 512,
      "method": "Fast-dLLM",
      "accuracy": 51.51,
      "tpf": 1.23,
      "tps": 32.21
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 512,
      "method": "Dynamic-dLLM",
      "accuracy": 44.48,
      "tpf": 2.49,
      "tps": 56.74
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 512,
      "method": "Dynamic-dLLM",
      "accuracy": 51.45,
      "tpf": 1.42,
      "tps": 36.55
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 512,
      "method": "Elastic-Cache",
      "accuracy": 45.45,
      "tpf": 2.74,
      "tps": 59.36
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 512,
      "method": "Elastic-Cache",
      "accuracy": 53.03,
      "tpf": 1.01,
      "tps": 23.14
    },
    {
      "model": "LLaDA-8B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 512,
      "method": "Polestar",
      "accuracy": 47.73,
      "tpf": 3.23,
      "tps": 77.67
    },
    {
      "model": "Dream-7B-Instruct",
      "benchmark": "HumanEval",
      "generation_length": 512,
      "method": "Polestar",
      "accuracy": 54.36,
      "tpf": 1.77,
      "tps": 41.68
    }
  ]
}