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grt-10m

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grt-10m
File size: 3,650 Bytes
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{
  "model_id": "MatterWaveAI/grt-10m",
  "architecture": "GRTForCausalLM",
  "stored_parameters": 8684515,
  "non_embedding_parameters": 2234515,
  "dense_equiv_parameters": 17518848,
  "nn_linear_layers": 0,
  "pretraining": {
    "corpus": "nvidia/Nemotron-Pretraining-Dataset-sample",
    "steps": 336000,
    "optimizer": "PairAdam",
    "train_loss": 2.144,
    "val_loss": 4.033,
    "val_ppl": 56.4,
    "val_top1_acc": 0.4
  },
  "slm_bench": {
    "benchmark_suite": "SLM-Bench (10-Task Core Suite)",
    "evaluation_harness": "grt-slm-bench (training/slm_bench.py)",
    "hardware": "AMD Ryzen AI Max+ 395 (Radeon 8060S / ROCm gfx1151)",
    "macro_average_accuracy": {
      "random_baseline": 0.345,
      "zero_shot": 0.3647,
      "pair_adam": 0.3603,
      "symplectic_adam": 0.4463,
      "huygens_symplectic_adam": 0.46
    },
    "tasks": {
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        "zero_shot_acc": 0.6214,
        "pair_adam_acc": 0.6113,
        "symplectic_adam_acc": 0.6214,
        "huygens_symplectic_adam_acc": 0.6217
      },
      "arc_easy": {
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        "pair_adam_acc": 0.266,
        "symplectic_adam_acc": 0.3173,
        "huygens_symplectic_adam_acc": 0.3228
      },
      "arc_challenge": {
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        "zero_shot_acc": 0.2253,
        "pair_adam_acc": 0.2491,
        "symplectic_adam_acc": 0.2517,
        "huygens_symplectic_adam_acc": 0.2713
      },
      "openbookqa": {
        "split": "test",
        "n_eval": 500,
        "random_baseline": 0.25,
        "zero_shot_acc": 0.3,
        "pair_adam_acc": 0.226,
        "symplectic_adam_acc": 0.334,
        "huygens_symplectic_adam_acc": 0.352
      },
      "piqa": {
        "split": "validation",
        "n_eval": 1838,
        "random_baseline": 0.5,
        "zero_shot_acc": 0.5218,
        "pair_adam_acc": 0.5082,
        "symplectic_adam_acc": 0.5218,
        "huygens_symplectic_adam_acc": 0.5218
      },
      "winogrande": {
        "split": "validation",
        "n_eval": 1267,
        "random_baseline": 0.5,
        "zero_shot_acc": 0.5051,
        "pair_adam_acc": 0.5075,
        "symplectic_adam_acc": 0.5185,
        "huygens_symplectic_adam_acc": 0.5185
      },
      "hellaswag": {
        "split": "validation",
        "n_eval": 1000,
        "random_baseline": 0.25,
        "zero_shot_acc": 0.256,
        "pair_adam_acc": 0.291,
        "symplectic_adam_acc": 0.308,
        "huygens_symplectic_adam_acc": 0.308
      },
      "qnli": {
        "split": "validation",
        "n_eval": 1000,
        "random_baseline": 0.5,
        "zero_shot_acc": 0.527,
        "pair_adam_acc": 0.497,
        "symplectic_adam_acc": 0.568,
        "huygens_symplectic_adam_acc": 0.609
      },
      "commonsenseqa": {
        "split": "validation",
        "n_eval": 1221,
        "random_baseline": 0.2,
        "zero_shot_acc": 0.2015,
        "pair_adam_acc": 0.2285,
        "symplectic_adam_acc": 0.2285,
        "huygens_symplectic_adam_acc": 0.2285
      },
      "gsm8k": {
        "split": "test",
        "n_eval": 500,
        "random_baseline": 0.25,
        "zero_shot_acc": 0.22,
        "zero_shot_ppl": 145.85,
        "pair_adam_acc": 0.218,
        "pair_adam_ppl": 37.27,
        "symplectic_adam_acc": 0.794,
        "symplectic_adam_ppl": 43.47,
        "huygens_symplectic_adam_acc": 0.846,
        "huygens_symplectic_adam_ppl": 30.09
      }
    }
  }
}