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language: en |
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# Model Card for BenjaminOcampo/task-implicit_task__model-bert__aug_method-all |
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<!-- Provide a quick summary of what the model is/does. --> |
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# Table of Contents |
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1. [Model Details](#model-details) |
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2. [Uses](#uses) |
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3. [Bias, Risks, and Limitations](#bias-risks-and-limitations) |
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4. [Training Details](#training-details) |
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5. [Evaluation](#evaluation) |
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6. [Model Examination](#model-examination-optional) |
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7. [Environmental Impact](#environmental-impact) |
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8. [Technical Specifications](#technical-specifications-optional) |
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9. [Citation](#citation-optional) |
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10. [Glossary](#glossary-optional) |
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11. [More Information](#more-information-optional) |
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12. [Model Card Authors](#model-card-authors-optional) |
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13. [Model Card Contact](#model-card-contact) |
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14. [How To Get Started With the Model](#how-to-get-started-with-the-model) |
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# Model Details |
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## Model Description |
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<!-- Provide a longer summary of what this model is. --> |
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**Classification results dev set** |
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``` |
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precision recall f1-score support |
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0 0.90 0.89 0.90 2680 |
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1 0.82 0.82 0.82 1501 |
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2 0.46 0.51 0.48 186 |
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accuracy 0.85 4367 |
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macro avg 0.73 0.74 0.73 4367 |
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weighted avg 0.85 0.85 0.85 4367 |
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``` |
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**Classification results test set** |
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``` |
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precision recall f1-score support |
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0 0.91 0.89 0.90 2681 |
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1 0.82 0.83 0.82 1501 |
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2 0.49 0.57 0.53 186 |
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accuracy 0.86 4368 |
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macro avg 0.74 0.76 0.75 4368 |
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weighted avg 0.86 0.86 0.86 4368 |
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``` |
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- **Developed by:** Nicolás Benjamín Ocampo |
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- **Shared by [optional]:** [More Information Needed] |
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- **Model type:** [More Information Needed] |
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- **Language(s) (NLP):** en |
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- **License:** [More Information Needed] |
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- **Finetuned from model [optional]:** [More Information Needed] |
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- **Resources for more information:** [More Information Needed] |
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# Uses |
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<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. --> |
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## Direct Use |
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<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. --> |
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[More Information Needed] |
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## Downstream Use [optional] |
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<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app --> |
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[More Information Needed] |
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## Out-of-Scope Use |
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<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. --> |
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[More Information Needed] |
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# Bias, Risks, and Limitations |
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<!-- This section is meant to convey both technical and sociotechnical limitations. --> |
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[More Information Needed] |
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## Recommendations |
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<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. --> |
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Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. |
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# Training Details |
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## Training Data |
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<!-- This should link to a Data Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. --> |
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[More Information Needed] |
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## Training Procedure [optional] |
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<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. --> |
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### Preprocessing |
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[More Information Needed] |
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### Speeds, Sizes, Times |
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<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. --> |
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[More Information Needed] |
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# Evaluation |
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<!-- This section describes the evaluation protocols and provides the results. --> |
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## Testing Data, Factors & Metrics |
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### Testing Data |
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<!-- This should link to a Data Card if possible. --> |
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[More Information Needed] |
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### Factors |
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<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. --> |
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[More Information Needed] |
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### Metrics |
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<!-- These are the evaluation metrics being used, ideally with a description of why. --> |
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[More Information Needed] |
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## Results |
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[More Information Needed] |
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# Model Examination [optional] |
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<!-- Relevant interpretability work for the model goes here --> |
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[More Information Needed] |
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# Environmental Impact |
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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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- **Compute Region:** [More Information Needed] |
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- **Carbon Emitted:** [More Information Needed] |
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# Technical Specifications [optional] |
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## Model Architecture and Objective |
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[More Information Needed] |
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## Compute Infrastructure |
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[More Information Needed] |
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### Hardware |
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[More Information Needed] |
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### Software |
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[More Information Needed] |
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# Citation [optional] |
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<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. --> |
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**BibTeX:** |
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[More Information Needed] |
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**APA:** |
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[More Information Needed] |
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# Glossary [optional] |
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<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. --> |
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[More Information Needed] |
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# More Information [optional] |
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[More Information Needed] |
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# Model Card Authors [optional] |
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[More Information Needed] |
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# Model Card Contact |
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[More Information Needed] |
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# How to Get Started with the Model |
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Use the code below to get started with the model. |
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<details> |
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<summary> Click to expand </summary> |
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[More Information Needed] |
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</details> |
