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-small with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Horizon-Labs/multilingual-edu-classifier-small with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="Horizon-Labs/multilingual-edu-classifier-small")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("Horizon-Labs/multilingual-edu-classifier-small") model = AutoModelForSequenceClassification.from_pretrained("Horizon-Labs/multilingual-edu-classifier-small", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download NOTICE from Horizon-Labs/multilingual-edu-classifier-small: direct link, hf CLI and curl.
- Browser
- Download file 1.57 kB
-
https://huggingface.co/Horizon-Labs/multilingual-edu-classifier-small/resolve/main/NOTICE
- Command line
-
hf download hf://Horizon-Labs/multilingual-edu-classifier-small/NOTICE
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curl -L -o NOTICE https://huggingface.co/Horizon-Labs/multilingual-edu-classifier-small/resolve/main/NOTICE
1.57 kB
| multilingual-edu-classifier-small | |
| Copyright 2026 Horizon Labs | |
| This model is licensed under the Apache License, Version 2.0 (see LICENSE). | |
| It is a fine-tuned version of mmBERT-small (https://huggingface.co/jhu-clsp/mmBERT-small), which is licensed under the MIT License. The model weights | |
| and the tokenizer files derive from mmBERT-small; its license notice follows. | |
| Copyright (c) the mmBERT authors (Johns Hopkins University CLSP) | |
| Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files | |
| (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, | |
| publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, | |
| subject to the following conditions: | |
| The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. | |
| THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF | |
| MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY | |
| CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE | |
| SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. | |
| Training data sources and their licenses are listed in the "Training" section of README.md. | |