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Datasets:
moebiusT7
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gemma4-quant-regime-study

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Document
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English
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n<1K
Tags:
gemma
quantization
qat
benchmark
reproducibility
llm-governance
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gemma4-quant-regime-study
File size: 2,956 Bytes
21bbd75
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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{
  "cells": {
    "12B_PTQ_smoke": {
      "n": 100,
      "errored": 0,
      "route_correctness": 0.88,
      "preferred_match": 0.57,
      "mean_latency_ms": 2954.5
    },
    "12B_PTQ_core500": {
      "n": 500,
      "errored": 0,
      "route_correctness": 0.76,
      "preferred_match": 0.544,
      "mean_latency_ms": 2481.5
    },
    "12B_QAT_smoke": {
      "n": 100,
      "errored": 0,
      "route_correctness": 0.86,
      "preferred_match": 0.58,
      "mean_latency_ms": 2888.0
    },
    "12B_QAT_core500": {
      "n": 500,
      "errored": 0,
      "route_correctness": 0.748,
      "preferred_match": 0.542,
      "mean_latency_ms": 2626.3
    },
    "26B_PTQ_smoke": {
      "n": 100,
      "errored": 0,
      "route_correctness": 0.83,
      "preferred_match": 0.58,
      "mean_latency_ms": 3739.4
    },
    "26B_PTQ_core500": {
      "n": 500,
      "errored": 0,
      "route_correctness": 0.738,
      "preferred_match": 0.54,
      "mean_latency_ms": 3251.8
    },
    "26B_QAT_smoke": {
      "n": 100,
      "errored": 0,
      "route_correctness": 0.86,
      "preferred_match": 0.56,
      "mean_latency_ms": 1862.5
    },
    "26B_QAT_core500": {
      "n": 500,
      "errored": 0,
      "route_correctness": 0.756,
      "preferred_match": 0.54,
      "mean_latency_ms": 1613.4
    }
  },
  "paired": {
    "core500_12B": {
      "qat_only": 1,
      "ptq_only": 7,
      "delta_rate": -0.012,
      "mcnemar_p": 0.0703
    },
    "core500_26B": {
      "qat_only": 15,
      "ptq_only": 6,
      "delta_rate": 0.018,
      "mcnemar_p": 0.0784
    },
    "smoke_12B": {
      "qat_only": 0,
      "ptq_only": 2,
      "delta_rate": -0.02,
      "mcnemar_p": 0.5
    },
    "smoke_26B": {
      "qat_only": 5,
      "ptq_only": 2,
      "delta_rate": 0.03,
      "mcnemar_p": 0.4531
    }
  },
  "interaction": {
    "core500": {
      "delta_of_deltas": 0.03,
      "ci95_task_iid": [
        0.008,
        0.052
      ],
      "ci95_stem_clustered": [
        0.01,
        0.052
      ],
      "n_stems": 100,
      "note": "positive = QAT helps 26B more than 12B; stem-clustered CI is primary (5x paraphrase dependence)"
    }
  },
  "divergence": {
    "core500_12B": {
      "exact_match": 148,
      "rate": 0.296,
      "median_first_divergence_char": 73
    },
    "core500_26B": {
      "exact_match": 116,
      "rate": 0.232,
      "median_first_divergence_char": 69
    },
    "smoke_12B": {
      "exact_match": 32,
      "rate": 0.32,
      "median_first_divergence_char": 46
    },
    "smoke_26B": {
      "exact_match": 27,
      "rate": 0.27,
      "median_first_divergence_char": 57
    }
  },
  "repeats": {
    "12B_PTQ_smoke": {
      "exact_match": 100,
      "n": 100
    },
    "12B_QAT_smoke": {
      "exact_match": 100,
      "n": 100
    },
    "26B_QAT_smoke": {
      "exact_match": 100,
      "n": 100
    },
    "26B_PTQ_smoke": {
      "exact_match": 100,
      "n": 100
    }
  }
}