
Continuation of Multi-Label Text classification model used to decode if passages contain a misfortunate event, 
a cause for misfortune, and/or an action to mollify or prevent some misfortune. This version implements 5 fold cross validation to improve model performance. The current F1 micro score of
750 passages not used for training is .816. individual class f1 scores shown below.
<br>EVENT:  0.883
<br>CAUSE:  0.812
<br>ACTION: 0.733
<br>

Compare this to the <a href="https://huggingface.co/Chantland/Hraf_MultiLabel" target="_blank" rel="noopener noreferrer"> old model  </a> using the same test set.  F1 micro = .762
<br>EVENT:  0.813
<br>CAUSE:  0.762
<br>ACTION: 0.698
<br>

<br><br><br>
For a quick demo, try typing in a sentence or even a paragraph in the <b>Hosted inference API</b> then pressing "compute"!

{"tags": ["anthropology", "text-classification"], "widget": [{"text": "The baire say -- and the Indians believe -- that illnesses are due to bodies placed by the maer\u00e9boe on the part of the ailing organism. Many times they say that it is an insect, a stone, a tooth, a claw, /Illustration appears here/ 102 etc.", "example_title": "Bororo"}, {"text": "In the decoration of the skin by means of pigments for the feast of Dabukur\u00ed , it is always the woman who applies the paint to the man, besides dressing him with his garb of feathers. If the man is married, it is his only wife or the principal wife, in case he has several, who assists him. In the case of a single man, any woman of the community does this work, and the single man contracts with this woman the same obligations and the same rights that a compadre has toward his comadre in the Colombian Creole culture. Besides painting the skin for occasions as esteemed as the feast of the Dabukur\u00ed , the daily painting of the face is common. In this case, the function of the pigment is simply aesthetic or for protection from the sun. In the decoration of the body and the extremities, 104 cylindrical wooden pintaderas, which imprint geometric decorations, are used.", "example_title": "Tukano"}, {"text": "The portents for Jugah's life were apparent in the first year of his life. At a time when one in two Iban infants died during the first year of life, Jugah was a vigorous, alert, and responsive infant. His family situation was a healthful one in which he thrived. Further, in contrast to many other Iban children who were sickly and went through a ritual change of names ( misab ka penama ) in an effort by their parents to improve their health, Jugah retained the name he was first given throughout his life.", "example_title": "Iban"}, {"text": "Did you ever hear the tragedy of Darth Plagueis The Wise? I thought not. It\u2019s not a story the Jedi would tell you. It\u2019s a Sith legend. Darth Plagueis was a Dark Lord of the Sith, so powerful and so wise he could use the Force to influence the midichlorians to create life\u2026 He had such a knowledge of the dark side that he could even keep the ones he cared about from dying. The dark side of the Force is a pathway to many abilities some consider to be unnatural. He became so powerful\u2026 the only thing he was afraid of was losing his power, which eventually, of course, he did. Unfortunately, he taught his apprentice everything he knew, then his apprentice killed him in his sleep. Ironic. He could save others from death, but not himself.", "example_title": "Star Wars"}]}
transformers pytorch distilbert text-classification anthropology autotrain_compatible endpoints_compatible region:us