--- 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](https://hf.co/ScandLM/fw-classifier-no-70b) | 0.690872 | 5.35891e-135 | 15.13 | 0.0160 | 62.47 | | [versae/nb-sbert-base-edu-scorer-lr3e4-bs32](https://hf.co/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](https://hf.co/versae/norbert3-base-edu-scorer-lr3e4-bs32) | 0.660967 | 1.00665e-119 | 13.80 | 0.0146 | 68.48 | | [versae/no-edu-scorer-hplt2](https://hf.co/versae/no-edu-scorer-hplt2) | 0.660824 | 1.18008e-119 | 13.55 | 0.0143 | 69.75 | | [versae/multilingual-e5-base-edu-scorer-lr3e4-bs32](https://hf.co/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](https://hf.co/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](https://hf.co/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](https://hf.co/versae/multilingual-e5-large-instruct-edu-scorer-lr5e5-bs32) | 0.638495 | 2.34606e-109 | 29.95 | 0.0317 | 31.55 | | [Edu-JQL-Mistral-SF](https://hf.co/Edu-JQL-Mistral-SF) | 0.638477 | 2.38942e-109 | 12.39 | 0.0131 | 76.27 | | [versae/fasttext-edu-scorer-binary-norwegian](https://hf.co/versae/fasttext-edu-scorer-binary-norwegian) | 0.635174 | 6.75547e-108 | 0.70 | 0.0007 | 1356.72 | | [NbAiLab/nb-education-quality-evaluator](https://hf.co/NbAiLab/nb-education-quality-evaluator) | 0.634614 | 1.18684e-107 | 11.45 | 0.0121 | 82.51 | | [versae/nb-bert-edu-scorer-lr2e5-bs32](https://hf.co/versae/nb-bert-edu-scorer-lr2e5-bs32) | 0.632296 | 1.20216e-106 | 11.30 | 0.0120 | 83.64 | | [versae/nb-bert-edu-scorer](https://hf.co/versae/nb-bert-edu-scorer) | 0.620767 | 9.08718e-102 | 11.51 | 0.0122 | 82.12 | | [Edu-JQL-Llama-SF](https://hf.co/Edu-JQL-Llama-SF) | 0.608041 | 1.29412e-96 | 12.34 | 0.0131 | 76.56 | | [versae/snowflake-arctic-embed-m-edu-scorer-lr3e4-bs32](https://hf.co/versae/snowflake-arctic-embed-m-edu-scorer-lr3e4-bs32) | 0.578611 | 1.50061e-85 | 11.01 | 0.0117 | 85.79 | | [Edu-JQL-Gemma-SF](https://hf.co/Edu-JQL-Gemma-SF) | 0.569307 | 2.78366e-82 | 12.73 | 0.0135 | 74.26 | | [versae/multilingual-e5-small-edu-scorer-lr3e4-bs32](https://hf.co/versae/multilingual-e5-small-edu-scorer-lr3e4-bs32) | 0.564132 | 1.65136e-80 | 9.52 | 0.0101 | 99.30 | | [versae/fineweb-edu-scorer-norwegian](https://hf.co/versae/fineweb-edu-scorer-norwegian) | 0.556996 | 4.0956e-78 | 11.03 | 0.0117 | 85.70 | | [versae/fasttext-edu-scorer-norwegian-2](https://hf.co/versae/fasttext-edu-scorer-norwegian-2) | 0.532596 | 2.37728e-70 | 1.27 | 0.0013 | 742.34 | | [versae/fasttext-edu-scorer-norwegian](https://hf.co/versae/fasttext-edu-scorer-norwegian) | 0.48733 | 1.59877e-57 | 0.56 | 0.0006 | 1684.10 | | [nvidia/nemocurator-fineweb-mixtral-edu-classifier](https://hf.co/nvidia/nemocurator-fineweb-mixtral-edu-classifier) | 0.483966 | 1.20918e-56 | 10.98 | 0.0116 | 86.07 | | [nvidia/nemocurator-fineweb-nemotron-4-edu-classifier](https://hf.co/nvidia/nemocurator-fineweb-nemotron-4-edu-classifier) | 0.475996 | 1.3343e-54 | 11.26 | 0.0119 | 83.92 | | [HuggingFaceTB/fineweb-edu-classifier](https://hf.co/HuggingFaceTB/fineweb-edu-classifier) | 0.462292 | 3.26806e-51 | 11.00 | 0.0116 | 85.95 | | [ibm-granite/GneissWeb.Edu_classifier](https://hf.co/ibm-granite/GneissWeb.Edu_classifier) | 0.118098 | 0.000274377 | 0.69 | 0.0007 | 1367.15 | | [versae/gte-multilingual-base-edu-scorer-lr3e4-bs32](https://hf.co/versae/gte-multilingual-base-edu-scorer-lr3e4-bs32) | 0.0253761 | 0.435875 | 10.08 | 0.0107 | 93.73 | | [versae/fw-classifier-no-new](https://hf.co/versae/fw-classifier-no-new) | -0.116577 | 0.000329167 | 13.38 | 0.0142 | 70.64 | | [NbAiLab/nb-linguistic-quality-evaluator](https://hf.co/NbAiLab/nb-linguistic-quality-evaluator) | -0.162203 | 5.36192e-07 | 11.64 | 0.0123 | 81.18 |