---
datasets:
- albertmartinez/OSDG
license: mit
metrics:
- accuracy
- precision
- recall
- f1
pipeline_tag: text-classification
widget:
- text: Between the Social and the Spatial - Exploring Multiple Dimensions of Poverty
    and Social Exclusion, Ashgate. Poverty in Europe and the USA, Exchanging Official
    Measurement Methods”, Maastricht Graduate School of Governance Working Paper 2007/005.
    Monitoring Absolute and Relative Poverty, ‘Not Enough’ Is Not the Same as ‘Much
    Less’”, Review of Income and Wealth, 57(2), 247-269. Poverty and Social Exclusion
    in Britain, The Policy Press, Bristol.
- text: A circular economy is a way of achieving sustainable consumption and production,
    as well as nature positive outcomes.
model-index:
- name: albertmartinez/bert-multilingual-sdg-classification
  results:
  - task:
      type: text-generation
      name: Text Generation
    dataset:
      name: albertmartinez/OSDG
      type: albertmartinez/OSDG
      split: test
    metrics:
    - type: accuracy
      value: 0.8063482135876788
      name: accuracy
---

# albertmartinez/bert-multilingual-sdg-classification

This model (BERT) is for classifying text with respect to the United Nations sustainable development goals (SDG).


### Training results

| epoch | eval_loss          | eval_accuracy      | eval_precision     | eval_recall        | eval_f1            |
|:-----:|:------------------:|:------------------:|:------------------:|:------------------:|:------------------:|
| 1     | 0.932697594165802  | 0.7336408412164803 | 0.7360917875267202 | 0.7336408412164803 | 0.7251914694909984 |
| 2     | 0.7605898976325989 | 0.777343444609491  | 0.7831176862515112 | 0.777343444609491  | 0.777992037469195  |
| 3     | 0.7255606651306152 | 0.7918849190837307 | 0.7922937492519824 | 0.7918849190837307 | 0.7897436793752113 |
| 4     | 0.7620322108268738 | 0.782581502619029  | 0.791463371337951  | 0.782581502619029  | 0.7836557631495363 |
| 5     | 0.7925569415092468 | 0.7989211164099758 | 0.7987793726148532 | 0.7989211164099758 | 0.7976319242111907 |
| 6     | 0.8901194930076599 | 0.8008756156672661 | 0.8026922096228485 | 0.8008756156672661 | 0.7999251604304751 |
| 7     | 0.9644309878349304 | 0.797044797122977  | 0.7998531076533889 | 0.797044797122977  | 0.7979133030034837 |
| 8     | 1.0754749774932861 | 0.8050973340630131 | 0.8031314135784893 | 0.8050973340630131 | 0.8026788633046699 |
| 9     | 1.1106163263320923 | 0.8066609334688453 | 0.806263013139723  | 0.8066609334688453 | 0.8061921653404509 |
| 10    | 1.1396784782409668 | 0.8066609334688453 | 0.8056981354865757 | 0.8066609334688453 | 0.8059943909432397 |