alex-miller
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README.md
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model-index:
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- name: wb-climate-regression
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# wb-climate-regression
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This model is a fine-tuned version of [alex-miller/ODABert](https://huggingface.co/alex-miller/ODABert) on
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It achieves the following results on the evaluation set:
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- Loss: 0.0309
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## Model description
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## Intended uses & limitations
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## Training and evaluation data
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## Training procedure
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### Training hyperparameters
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- Transformers 4.44.2
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- Pytorch 2.5.0+cu121
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- Datasets 3.1.0
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- Tokenizers 0.19.1
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model-index:
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- name: wb-climate-regression
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results: []
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datasets:
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- alex-miller/wb-climate-percentage
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# wb-climate-regression
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This model is a fine-tuned version of [alex-miller/ODABert](https://huggingface.co/alex-miller/ODABert) on the [alex-miller/wb-climate-percentage](https://huggingface.co/alex-miller/wb-climate-percentage) dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0309
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## Model description
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A regression model that embeds text using a fine-tuned bert-base-multilingual-uncased and uses the AutoModelForSequenceClassification class to output predicted percentage climate finance, climate adaptation finance, and climate mitigation finance.
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## Intended uses & limitations
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Intended to regress World Bank project development objectives and abstracts. Not yet validated against project descriptions written outside of the World Bank project API V3.
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## Training and evaluation data
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Data was collected automatically from the World Bank project API V3. For full code on how data was gathered, see: [https://github.com/akmiller01/world-bank-climate-regression/blob/main/code/wb_api_climate.py](https://github.com/akmiller01/world-bank-climate-regression/blob/main/code/wb_api_climate.py)
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### Training hyperparameters
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- Transformers 4.44.2
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- Pytorch 2.5.0+cu121
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- Datasets 3.1.0
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- Tokenizers 0.19.1
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