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metadata
dataset_info:
  features:
    - name: id
      dtype: string
    - name: text
      dtype: string
    - name: score
      dtype: int64
    - name: responses
      sequence: string
    - name: score_Edu-JQL-Gemma-SF
      dtype: float64
    - name: score_Edu-JQL-Mistral-SF
      dtype: float64
    - name: score_Edu-JQL-Llama-SF
      dtype: float64
    - name: score_HuggingFaceTB/fineweb-edu-classifier
      dtype: float64
    - name: score_nvidia/nemocurator-fineweb-mixtral-edu-classifier
      dtype: float64
    - name: score_nvidia/nemocurator-fineweb-nemotron-4-edu-classifier
      dtype: float64
    - name: score_NbAiLab/nb-education-quality-evaluator
      dtype: float64
    - name: score_NbAiLab/nb-linguistic-quality-evaluator
      dtype: float64
    - name: score_versae/fw-classifier-no-new
      dtype: float64
    - name: score_versae/no-edu-scorer-hplt2
      dtype: float64
    - name: score_ScandLM/fw-classifier-no-70b
      dtype: float64
    - name: score_versae/norbert3-base-edu-scorer-lr3e4-bs32
      dtype: float64
    - name: score_versae/nb-sbert-base-edu-scorer-lr3e4-bs32
      dtype: float64
    - name: score_versae/gte-multilingual-base-edu-scorer-lr3e4-bs32
      dtype: float64
    - name: score_versae/multilingual-e5-base-edu-scorer-lr3e4-bs32
      dtype: float64
    - name: score_versae/bge-m3-edu-scorer-lr3e5-bs32
      dtype: float64
    - name: score_versae/multilingual-e5-large-instruct-edu-scorer-lr5e5-bs32
      dtype: float64
    - name: score_versae/fasttext-edu-scorer-binary-norwegian
      dtype: float64
    - name: score_versae/fasttext-edu-scorer-norwegian-2
      dtype: int64
    - name: score_versae/fasttext-edu-scorer-norwegian
      dtype: int64
    - name: score_versae/multilingual-e5-small-edu-scorer-lr3e4-bs32
      dtype: float64
    - name: score_versae/snowflake-arctic-embed-m-edu-scorer-lr3e4-bs32
      dtype: float64
    - name: score_versae/nb-bert-edu-scorer-lr3e4-bs32
      dtype: float64
    - name: score_versae/nb-bert-edu-scorer-lr2e5-bs32
      dtype: float64
    - name: score_versae/nb-bert-edu-scorer
      dtype: float64
    - name: score_versae/fineweb-edu-scorer-norwegian
      dtype: float64
    - name: score_ibm-granite/GneissWeb.Edu_classifier
      dtype: float64
  splits:
    - name: test
      num_bytes: 2808071
      num_examples: 945
  download_size: 1799163
  dataset_size: 2808071
configs:
  - config_name: default
    data_files:
      - split: test
        path: data/test-*

Results

Correlation with human score vs processing time
Model Correlation with score p-value Total Time (s) Avg Time / Doc (s) Docs / Sec
ScandLM/fw-classifier-no-70b 0.690872 5.35891e-135 15.13 0.0160 62.47
versae/nb-sbert-base-edu-scorer-lr3e4-bs32 0.661177 7.97665e-120 11.53 0.0122 81.95
versae/norbert3-base-edu-scorer-lr3e4-bs32 0.660967 1.00665e-119 13.80 0.0146 68.48
versae/no-edu-scorer-hplt2 0.660824 1.18008e-119 13.55 0.0143 69.75
versae/multilingual-e5-base-edu-scorer-lr3e4-bs32 0.655186 5.69073e-117 14.48 0.0153 65.27
versae/nb-bert-edu-scorer-lr3e4-bs32 0.653183 4.9496e-116 11.55 0.0122 81.85
versae/bge-m3-edu-scorer-lr3e5-bs32 0.644583 4.44836e-112 29.64 0.0314 31.89
versae/multilingual-e5-large-instruct-edu-scorer-lr5e5-bs32 0.638495 2.34606e-109 29.95 0.0317 31.55
Edu-JQL-Mistral-SF 0.638477 2.38942e-109 12.39 0.0131 76.27
versae/fasttext-edu-scorer-binary-norwegian 0.635174 6.75547e-108 0.70 0.0007 1356.72
NbAiLab/nb-education-quality-evaluator 0.634614 1.18684e-107 11.45 0.0121 82.51
versae/nb-bert-edu-scorer-lr2e5-bs32 0.632296 1.20216e-106 11.30 0.0120 83.64
versae/nb-bert-edu-scorer 0.620767 9.08718e-102 11.51 0.0122 82.12
Edu-JQL-Llama-SF 0.608041 1.29412e-96 12.34 0.0131 76.56
versae/snowflake-arctic-embed-m-edu-scorer-lr3e4-bs32 0.578611 1.50061e-85 11.01 0.0117 85.79
Edu-JQL-Gemma-SF 0.569307 2.78366e-82 12.73 0.0135 74.26
versae/multilingual-e5-small-edu-scorer-lr3e4-bs32 0.564132 1.65136e-80 9.52 0.0101 99.30
versae/fineweb-edu-scorer-norwegian 0.556996 4.0956e-78 11.03 0.0117 85.70
versae/fasttext-edu-scorer-norwegian-2 0.532596 2.37728e-70 1.27 0.0013 742.34
versae/fasttext-edu-scorer-norwegian 0.48733 1.59877e-57 0.56 0.0006 1684.10
nvidia/nemocurator-fineweb-mixtral-edu-classifier 0.483966 1.20918e-56 10.98 0.0116 86.07
nvidia/nemocurator-fineweb-nemotron-4-edu-classifier 0.475996 1.3343e-54 11.26 0.0119 83.92
HuggingFaceTB/fineweb-edu-classifier 0.462292 3.26806e-51 11.00 0.0116 85.95
ibm-granite/GneissWeb.Edu_classifier 0.118098 0.000274377 0.69 0.0007 1367.15
versae/gte-multilingual-base-edu-scorer-lr3e4-bs32 0.0253761 0.435875 10.08 0.0107 93.73
versae/fw-classifier-no-new -0.116577 0.000329167 13.38 0.0142 70.64
NbAiLab/nb-linguistic-quality-evaluator -0.162203 5.36192e-07 11.64 0.0123 81.18