| --- |
| language: |
| - en |
|
|
| widget: |
| - text: >- |
| And another important point i would like to highlight, we selected google cloud as a technology partner to speed up the implementation of digital innovation |
| - text : >- |
| We have successfully negotiated favorable terms with our suppliers, improving our cost structure |
| --- |
| # Model Card for Model ID |
|
|
| The model is fine-tune on different case studies of companies using cloud services and earnings call transcripts from 2004 to 2007. |
| The model is able to recognise the concept of data-driven innovation (OECD, 2015). |
|
|
| ## Model Details |
| Fine-tune of RoBERTa uncase |
|
|
| ### Model Sources |
|
|
|
|
| - **Paper [optional]:** [coming soon] |
|
|
| ## Uses |
|
|
| The model is able to recognise the concept of data-driven innovation (OECD, 2015). |
| - NoDDI : No Data-Driven Innovation |
| - DDI: Data-Driven Innovation |
|
|
| ## Example Pipeline |
| ```python |
| # Use a pipeline as a high-level helper |
| from transformers import pipeline |
| ddi = pipeline("text-classification", model="Zabbonat/DDI") |
| ddi('And another important point i would like to highlight, we selected google cloud as a technology partner to speed up the implementation of digital innovation') |
| ``` |
| ``` |
| [{'label': 'DDI', 'score': 0.99}] |
| ``` |
|
|
| ## Evaluation |
|
|
| - **Accuracy:** 0.78 |
| - **Precision** 0.84 |
| - **Recall:** 0.78 |
| - **F1-Score:** 0.77 |
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|
|
|
| ## Environmental Impact |
|
|
| <!-- 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). |
|
|
| - **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] |
|
|
