Modelpublic

cvalenciaunivalle/sarcasmo-beto

sourceHugging Facecc-by-nc-sa-4.0updated 3mo agoView on Hugging Face

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Model Card

Sarcasmo BETO

Fine-tuning de `dccuchile/bert-base-spanish-wwm-cased` sobre el dataset Sarcastic_spanish_dataset (Ernesto-1997). Tarea: clasificación binaria (sarcasmo / no_sarcasmo). Taller PLN - Maestría Ingeniería de Sistemas, Univalle.

Métricas en test

Batch	F1	Precision	Recall	Accuracy
bs8	0.8920	0.9116	0.8732	0.9170
bs16	0.8935	0.9055	0.8819	0.9175
bs32 ⭐	0.8954	0.9002	0.8906	0.9183

Uso

python

from transformers import AutoModelForSequenceClassification, AutoTokenizer, pipeline

m = AutoModelForSequenceClassification.from_pretrained("cvalenciaunivalle/sarcasmo-beto", subfolder="bs32")
t = AutoTokenizer.from_pretrained("cvalenciaunivalle/sarcasmo-beto", subfolder="bs32")
pipe = pipeline("text-classification", model=m, tokenizer=t)
pipe("¡Qué divertido, otro lunes de trabajo!")

Detalles

—Modelo base: dccuchile/bert-base-spanish-wwm-cased
—Dataset: Ernesto-1997/Sarcastic_spanish_dataset
—Trainer + EarlyStopping
—Hardware: Kaggle GPU
—Compañeros: Laura Valero, Cristian Valencia