Text Classification
Transformers
TensorBoard
Safetensors
English
xlm-roberta
Generated from Trainer
text-embeddings-inference
Instructions to use ubffm/academic_text_classifier_en with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ubffm/academic_text_classifier_en with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="ubffm/academic_text_classifier_en")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("ubffm/academic_text_classifier_en") model = AutoModelForSequenceClassification.from_pretrained("ubffm/academic_text_classifier_en") - Notebooks
- Google Colab
- Kaggle
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## Training and evaluation data
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The Bibliography of Linguistic Literature (BLL) is one of the most comprehensive sources of bibliographic information for the general linguistics with its subdomains and neighboring disciplines as well as for the English, German and Romance linguistics. The subject bibliography is based mainly on the library's holdings on linguistics. It lists monographs, dissertations, articles from periodicals, collective works, conference contributions, unpublished research papers, etc. The printed edition is published annually (at the end of each year) and covers the literature of the previous year and some supplements. Usually, it includes about 10,000 references per year. (Frankfurt a. M. : Klostermann, 1.1971/75(1976) - 47.2021 (2022))
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(See more at https://www.ub.uni-frankfurt.de/linguistik/sammlung_en.html)
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## Training procedure
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### Training hyperparameters
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## Training and evaluation data
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- Manually labelled dataset on Huggingface:
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ubffm/academic_main_text_classifier_en_annotated (https://huggingface.co/datasets/ubffm/academic_main_text_classifier_en_annotated)
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- The Bibliography of Linguistic Literature (BLL) is one of the most comprehensive sources of bibliographic information for the general linguistics with its subdomains and neighboring disciplines as well as for the English, German and Romance linguistics. The subject bibliography is based mainly on the library's holdings on linguistics. It lists monographs, dissertations, articles from periodicals, collective works, conference contributions, unpublished research papers, etc. The printed edition is published annually (at the end of each year) and covers the literature of the previous year and some supplements. Usually, it includes about 10,000 references per year. (Frankfurt a. M. : Klostermann, 1.1971/75(1976) - 47.2021 (2022))
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(See more at https://www.ub.uni-frankfurt.de/linguistik/sammlung_en.html)
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## Training procedure
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### Training hyperparameters
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