|
--- |
|
language: en |
|
license: mit |
|
library_name: transformers |
|
tags: |
|
- summarization |
|
- bart |
|
datasets: ccdv/arxiv-summarization |
|
model-index: |
|
- name: arxiv-accelerate |
|
results: |
|
- task: |
|
type: summarization |
|
dataset: |
|
name: Summarization (arXiv) |
|
type: ccdv/arxiv-summarization |
|
split: validation |
|
metrics: |
|
- type: rouge |
|
value: 21.207795076278707 |
|
--- |
|
|
|
# Model Card for Model ID |
|
|
|
<!-- Provide a quick summary of what the model is/does. --> |
|
|
|
# Table of Contents |
|
|
|
1. [Model Details](#model-details) |
|
2. [Uses](#uses) |
|
3. [Bias, Risks, and Limitations](#bias-risks-and-limitations) |
|
4. [Training Details](#training-details) |
|
5. [Evaluation](#evaluation) |
|
6. [Model Examination](#model-examination-optional) |
|
7. [Environmental Impact](#environmental-impact) |
|
8. [Technical Specifications](#technical-specifications-optional) |
|
9. [Citation](#citation-optional) |
|
10. [Glossary](#glossary-optional) |
|
11. [More Information](#more-information-optional) |
|
12. [Model Card Authors](#model-card-authors-optional) |
|
13. [Model Card Contact](#model-card-contact) |
|
14. [How To Get Started With the Model](#how-to-get-started-with-the-model) |
|
|
|
|
|
# Model Details |
|
|
|
## Model Description |
|
|
|
<!-- Provide a longer summary of what this model is. --> |
|
|
|
|
|
|
|
- **Developed by:** [More Information Needed] |
|
- **Shared by [optional]:** [More Information Needed] |
|
- **Model type:** [More Information Needed] |
|
- **Language(s) (NLP):** en |
|
- **License:** mit |
|
- **Finetuned from model [optional]:** [More Information Needed] |
|
- **Resources for more information:** [More Information Needed] |
|
|
|
# Uses |
|
|
|
<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. --> |
|
|
|
## Direct Use |
|
|
|
<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. --> |
|
|
|
[More Information Needed] |
|
|
|
## Downstream Use [optional] |
|
|
|
<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app --> |
|
|
|
[More Information Needed] |
|
|
|
## Out-of-Scope Use |
|
|
|
<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. --> |
|
|
|
[More Information Needed] |
|
|
|
# Bias, Risks, and Limitations |
|
|
|
<!-- This section is meant to convey both technical and sociotechnical limitations. --> |
|
|
|
[More Information Needed] |
|
|
|
## Recommendations |
|
|
|
<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. --> |
|
|
|
Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. |
|
|
|
# Training Details |
|
|
|
## Training Data |
|
|
|
<!-- 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. --> |
|
|
|
[More Information Needed] |
|
|
|
## Training Procedure [optional] |
|
|
|
<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. --> |
|
|
|
### Preprocessing |
|
|
|
[More Information Needed] |
|
|
|
### Speeds, Sizes, Times |
|
|
|
<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. --> |
|
|
|
[More Information Needed] |
|
|
|
# Evaluation |
|
|
|
<!-- This section describes the evaluation protocols and provides the results. --> |
|
|
|
## Testing Data, Factors & Metrics |
|
|
|
### Testing Data |
|
|
|
<!-- This should link to a Data Card if possible. --> |
|
|
|
[More Information Needed] |
|
|
|
### Factors |
|
|
|
<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. --> |
|
|
|
[More Information Needed] |
|
|
|
### Metrics |
|
|
|
<!-- These are the evaluation metrics being used, ideally with a description of why. --> |
|
|
|
[More Information Needed] |
|
|
|
## Results |
|
|
|
[More Information Needed] |
|
|
|
# Model Examination [optional] |
|
|
|
<!-- Relevant interpretability work for the model goes here --> |
|
|
|
[More Information Needed] |
|
|
|
# Environmental Impact |
|
|
|
<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly --> |
|
|
|
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). |
|
|
|
- **Hardware Type:** [More Information Needed] |
|
- **Hours used:** [More Information Needed] |
|
- **Cloud Provider:** [More Information Needed] |
|
- **Compute Region:** [More Information Needed] |
|
- **Carbon Emitted:** [More Information Needed] |
|
|
|
# Technical Specifications [optional] |
|
|
|
## Model Architecture and Objective |
|
|
|
[More Information Needed] |
|
|
|
## Compute Infrastructure |
|
|
|
[More Information Needed] |
|
|
|
### Hardware |
|
|
|
[More Information Needed] |
|
|
|
### Software |
|
|
|
[More Information Needed] |
|
|
|
# Citation [optional] |
|
|
|
<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. --> |
|
|
|
**BibTeX:** |
|
|
|
[More Information Needed] |
|
|
|
**APA:** |
|
|
|
[More Information Needed] |
|
|
|
# Glossary [optional] |
|
|
|
<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. --> |
|
|
|
[More Information Needed] |
|
|
|
# More Information [optional] |
|
|
|
[More Information Needed] |
|
|
|
# Model Card Authors [optional] |
|
|
|
[More Information Needed] |
|
|
|
# Model Card Contact |
|
|
|
[More Information Needed] |
|
|
|
# How to Get Started with the Model |
|
|
|
Use the code below to get started with the model. |
|
|
|
<details> |
|
<summary> Click to expand </summary> |
|
|
|
[More Information Needed] |
|
|
|
</details> |
