unam_tesis_BETO_finnetuning

Unam_tesis_beto_finnetuning: Unam's thesis classification with BETO

This model is created from the finetuning of the pre-model for Spanish BETO, using PyTorch framework, and trained with a set of theses of the National Autonomous University of Mexico (UNAM). The model classifies a text into for five (Psicología, Derecho, Química Farmacéutico Biológica, Actuaría, Economía) possible careers at the UNAM.

Training Dataset

1000 documents (Thesis introduction, Author´s first name, Author´s last name, Thesis title, Year, Career)

Example of use

For further details on how to use unam_tesis_BETO_finnetuning you can visit the Hugging Face Transformers library, starting with the Quickstart section. The UNAM tesis model can be accessed simply as 'hackathon-pln-e/unam_tesis_BETO_finnetuning' by using the Transformers library. An example of how to download and use the model can be found next.

 tokenizer = AutoTokenizer.from_pretrained('hiiamsid/BETO_es_binary_classification', use_fast=False)
 model = AutoModelForSequenceClassification.from_pretrained(
                   'hackathon-pln-es/unam_tesis_BETO_finnetuning', num_labels=5, output_attentions=False,
                  output_hidden_states=False)
 pipe = TextClassificationPipeline(model=model, tokenizer=tokenizer, return_all_scores=True)
 
 classificationResult = pipe("Análisis de las condiciones del aprendizaje desde casa en los alumnos de preescolar y primaria del municipio de Nicolás Romero")

Citation

To cite this resource in a publication please use the following:

[UNAM's Tesis with BETO finetuning classify] (https://huggingface.co/hackathon-pln-es/unam_tesis_BETO_finnetuning)

To cite this resource in a publication please use the following:

@inproceedings{SpanishNLPHackaton2022,
  title={UNAM's Theses with BETO fine-tuning classify},
  author={López López, Isaac Isaías; Clavel Quintero, Yisel; López Ramos, Dionis & López López, Ximena Yeraldin},
  booktitle={Somos NLP Hackaton 2022},
  year={2022}
}

Team members

• Isaac Isaías López López (MajorIsaiah)
• Dionis López Ramos (inoid)
• Yisel Clavel Quintero (clavel)
• Ximena Yeraldin López López (Ximyer)