metadata

license: mit
metrics:
  - accuracy
  - precision
  - recall
  - f1
datasets:
  - albertmartinez/OSDG
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.

albertmartinez/bert-sdg-classification

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

Training Hyperparameters

Num_epoch = 10
Learning rate = 5e-5
Batch size = 16

Training results

epoch	eval_loss	eval_accuracy	eval_precision	eval_recall	eval_f1
1	0.8289520740509033	0.7644437495113752	0.7640369944809821	0.7644437495113752	0.7554162181382816
2	0.7316043972969055	0.792432178875772	0.7973419054011932	0.792432178875772	0.7936523802626467
3	0.7474315762519836	0.7989992963802673	0.8003484834993271	0.7989992963802673	0.7980647892639322
4	0.9092283248901367	0.8023610351028067	0.8028028170382215	0.8023610351028067	0.8010556735181147
5	1.0973293781280518	0.8040028144789305	0.806116786873114	0.8040028144789305	0.8037135940426907
6	1.2260032892227173	0.8032210147760144	0.8046046540363118	0.8032210147760144	0.8009496362737498
7	1.3465653657913208	0.8082245328746775	0.8079189056438383	0.8082245328746775	0.8070935517356475
8	1.458662509918213	0.8132280509733406	0.8124031757212116	0.8132280509733406	0.8124964838774498
9	1.5251907110214233	0.8108044718943007	0.8112362484949358	0.8108044718943007	0.8097338645156864
10	1.50314199924469	0.8152607302009225	0.8143774938584517	0.8152607302009225	0.8144630791491494