Text Classification
Transformers
ONNX
Safetensors
modernbert
fineweb-edu
educational-quality
data-filtering
data-curation
pretraining-data
quality-classifier
regression
mmbert
text-embeddings-inference
Instructions to use Horizon-Labs/multilingual-edu-classifier-base with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Horizon-Labs/multilingual-edu-classifier-base with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="Horizon-Labs/multilingual-edu-classifier-base")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("Horizon-Labs/multilingual-edu-classifier-base") model = AutoModelForSequenceClassification.from_pretrained("Horizon-Labs/multilingual-edu-classifier-base", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download eval/this_model.json from Horizon-Labs/multilingual-edu-classifier-base: direct link, hf CLI and curl.
- Browser
- Download file 2.88 kB
-
https://huggingface.co/Horizon-Labs/multilingual-edu-classifier-base/resolve/main/eval/this_model.json
- Command line
-
hf download hf://Horizon-Labs/multilingual-edu-classifier-base/eval/this_model.json
-
curl -L -o this_model.json https://huggingface.co/Horizon-Labs/multilingual-edu-classifier-base/resolve/main/eval/this_model.json
2.88 kB
| { | |
| "Horizon-Labs/multilingual-edu-classifier-base": { | |
| "en_llama3": { | |
| "n": 6000, | |
| "spearman": 0.7872813487073106, | |
| "pearson": 0.8351421432903272, | |
| "f1_ge3": 0.728952772073922, | |
| "acc_round": 0.7476666666666667, | |
| "mean_pred": 1.2782860511144003 | |
| }, | |
| "fw2_gemma": { | |
| "n": 9750, | |
| "spearman": 0.8450906431034418, | |
| "pearson": 0.8207868564912835, | |
| "f1_ge3": 0.6752843846949328, | |
| "acc_round": 0.36205128205128206, | |
| "mean_pred": 1.5009273838141026, | |
| "by_lang": { | |
| "afr_Latn": 0.8354312970301302, | |
| "amh_Ethi": 0.7226772608607542, | |
| "arb_Arab": 0.8772096939155019, | |
| "azj_Latn": 0.7057118013611036, | |
| "ben_Beng": 0.8406017182365667, | |
| "bul_Cyrl": 0.8327940607238724, | |
| "cat_Latn": 0.8869410282403984, | |
| "ces_Latn": 0.8542127413643872, | |
| "cmn_Hani": 0.9061458171153822, | |
| "dan_Latn": 0.8596749388978523, | |
| "deu_Latn": 0.8358100468441051, | |
| "ekk_Latn": 0.842908967364538, | |
| "ell_Grek": 0.8461897464476511, | |
| "eus_Latn": 0.8764490818499924, | |
| "fas_Arab": 0.8469475385148192, | |
| "fil_Latn": 0.8322411926733982, | |
| "fin_Latn": 0.8683966167807196, | |
| "fra_Latn": 0.8437091557242566, | |
| "glg_Latn": 0.7896021409050934, | |
| "guj_Gujr": 0.813090032087309, | |
| "heb_Hebr": 0.8652332872429974, | |
| "hin_Deva": 0.8213274736396134, | |
| "hrv_Latn": 0.8273947013778662, | |
| "hun_Latn": 0.8958194615798268, | |
| "hye_Armn": 0.7593139520937936, | |
| "ind_Latn": 0.8725722973454665, | |
| "isl_Latn": 0.8181965693428497, | |
| "ita_Latn": 0.8695465937477704, | |
| "jpn_Jpan": 0.824234334269232, | |
| "kan_Knda": 0.777199809231055, | |
| "kat_Geor": 0.8095770382329868, | |
| "kaz_Cyrl": 0.8600879461449487, | |
| "khm_Khmr": 0.7869403584086031, | |
| "kor_Hang": 0.8632528765455334, | |
| "lit_Latn": 0.8895197060361679, | |
| "lvs_Latn": 0.8130252683156928, | |
| "mal_Mlym": 0.792077521255803, | |
| "mar_Deva": 0.8554862096696264, | |
| "mkd_Cyrl": 0.8678553063054595, | |
| "mya_Mymr": 0.7565814544861862, | |
| "nld_Latn": 0.8673050855167419, | |
| "nob_Latn": 0.8765223037685904, | |
| "npi_Deva": 0.7446087973290386, | |
| "pan_Guru": 0.8813799969711958, | |
| "pol_Latn": 0.8899833785857204, | |
| "por_Latn": 0.8406938257923011, | |
| "ron_Latn": 0.8782832556761792, | |
| "rus_Cyrl": 0.874085195410212, | |
| "sin_Sinh": 0.7554593140148935, | |
| "slk_Latn": 0.8623580574068277, | |
| "slv_Latn": 0.8367408306715697, | |
| "spa_Latn": 0.7939552240030892, | |
| "srp_Cyrl": 0.7983253478975832, | |
| "swe_Latn": 0.8841439307342573, | |
| "swh_Latn": 0.7844636847317096, | |
| "tam_Taml": 0.8260780931085245, | |
| "tel_Telu": 0.7882658060696976, | |
| "tha_Thai": 0.8524932085065982, | |
| "tur_Latn": 0.8775134587671904, | |
| "ukr_Cyrl": 0.8891288249908217, | |
| "urd_Arab": 0.7460916200994978, | |
| "uzn_Latn": 0.8466377760501862, | |
| "vie_Latn": 0.8699744495514617, | |
| "yue_Hani": 0.8428927941184925, | |
| "zsm_Latn": 0.8797740230933696 | |
| }, | |
| "lang_mean_spearman": 0.8358330050011548 | |
| } | |
| } | |
| } |