BenjaminOcampo/task-implicit_task__model-hatebert__aug_method-something__round-1

1---2language: en3---4 5# Model Card for BenjaminOcampo/task-implicit_task__model-hatebert__aug_method-something__round-16 7<!-- Provide a quick summary of what the model is/does. -->8 9#  Table of Contents10 111. [Model Details](#model-details)122. [Uses](#uses)133. [Bias, Risks, and Limitations](#bias-risks-and-limitations)144. [Training Details](#training-details)155. [Evaluation](#evaluation)166. [Model Examination](#model-examination-optional)177. [Environmental Impact](#environmental-impact)188. [Technical Specifications](#technical-specifications-optional)199. [Citation](#citation-optional)2010. [Glossary](#glossary-optional)2111. [More Information](#more-information-optional)2212. [Model Card Authors](#model-card-authors-optional)2313. [Model Card Contact](#model-card-contact)2414. [How To Get Started With the Model](#how-to-get-started-with-the-model)25 26 27# Model Details28 29## Model Description30 31<!-- Provide a longer summary of what this model is. -->32 33**Classification results dev set**34```35              precision    recall  f1-score   support36 37           0       0.92      0.78      0.85      268038           1       0.79      0.73      0.76      150139           2       0.20      0.74      0.31       18640 41    accuracy                           0.76      436742   macro avg       0.63      0.75      0.64      436743weighted avg       0.84      0.76      0.79      436744```45**Classification results test set**46```47              precision    recall  f1-score   support48 49           0       0.93      0.79      0.85      268150           1       0.79      0.72      0.75      150151           2       0.22      0.82      0.34       18652 53    accuracy                           0.77      436854   macro avg       0.64      0.78      0.65      436855weighted avg       0.85      0.77      0.80      436856```57 58 59- **Developed by:** Nicolás Benjamín Ocampo60- **Shared by [optional]:** [More Information Needed]61- **Model type:** [More Information Needed]62- **Language(s) (NLP):** en63- **License:** [More Information Needed]64- **Finetuned from model [optional]:** [More Information Needed]65- **Resources for more information:** [More Information Needed]66 67# Uses68 69<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->70 71## Direct Use72 73<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->74 75[More Information Needed]76 77## Downstream Use [optional]78 79<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->80 81[More Information Needed]82 83## Out-of-Scope Use84 85<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->86 87[More Information Needed]88 89# Bias, Risks, and Limitations90 91<!-- This section is meant to convey both technical and sociotechnical limitations. -->92 93[More Information Needed]94 95## Recommendations96 97<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->98 99Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.100 101# Training Details102 103## Training Data104 105<!-- 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. -->106 107[More Information Needed]108 109## Training Procedure [optional]110 111<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->112 113### Preprocessing114 115[More Information Needed]116 117### Speeds, Sizes, Times118 119<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->120 121[More Information Needed]122 123# Evaluation124 125<!-- This section describes the evaluation protocols and provides the results. -->126 127## Testing Data, Factors & Metrics128 129### Testing Data130 131<!-- This should link to a Data Card if possible. -->132 133[More Information Needed]134 135### Factors136 137<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->138 139[More Information Needed]140 141### Metrics142 143<!-- These are the evaluation metrics being used, ideally with a description of why. -->144 145[More Information Needed]146 147## Results148 149[More Information Needed]150 151# Model Examination [optional]152 153<!-- Relevant interpretability work for the model goes here -->154 155[More Information Needed]156 157# Environmental Impact158 159<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->160 161Carbon 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).162 163- **Hardware Type:** [More Information Needed]164- **Hours used:** [More Information Needed]165- **Cloud Provider:** [More Information Needed]166- **Compute Region:** [More Information Needed]167- **Carbon Emitted:** [More Information Needed]168 169# Technical Specifications [optional]170 171## Model Architecture and Objective172 173[More Information Needed]174 175## Compute Infrastructure176 177[More Information Needed]178 179### Hardware180 181[More Information Needed]182 183### Software184 185[More Information Needed]186 187# Citation [optional]188 189<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->190 191**BibTeX:**192 193[More Information Needed]194 195**APA:**196 197[More Information Needed]198 199# Glossary [optional]200 201<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->202 203[More Information Needed]204 205# More Information [optional]206 207[More Information Needed]208 209# Model Card Authors [optional]210 211[More Information Needed]212 213# Model Card Contact214 215[More Information Needed]216 217# How to Get Started with the Model218 219Use the code below to get started with the model.220 221<details>222<summary> Click to expand </summary>223 224[More Information Needed]225 226</details>