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@@ -110,8 +110,6 @@ NER on Copious Biodiversity dataset
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  <!-- This section is meant to convey both technical and sociotechnical limitations. -->
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- Significant research has explored bias and fairness issues with language models (see, e.g., [Sheng et al. (2021)](https://aclanthology.org/2021.acl-long.330.pdf) and [Bender et al. (2021)](https://dl.acm.org/doi/pdf/10.1145/3442188.3445922)). Predictions generated by the model may include disturbing and harmful stereotypes across protected classes; identity characteristics; and sensitive, social, and occupational groups.
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  ## Recommendations
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  <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
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- Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
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  - **Hardware Type:** More information needed
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  - **Hours used:** More information needed
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  - **Cloud Provider:** More information needed
 
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  <!-- This section is meant to convey both technical and sociotechnical limitations. -->
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  ## Recommendations
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  <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
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  - **Hardware Type:** More information needed
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  - **Hours used:** More information needed
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  - **Cloud Provider:** More information needed