| --- |
| datasets: |
| - niltheory/ExistenceTypes |
| language: |
| - en |
| license: cc-by-sa-4.0 |
| library_name: transformers |
| tags: |
| - creative writing |
| - original ip |
| --- |
| |
| # Existence Analysis Model (EAM) |
|
|
| **Created for**: Compendium Terminum, IP |
| **Base Model**: `bert-large-cased-whole-word-masking` |
|
|
| ## Iterative Development |
|
|
| ### Iteration #1: |
| - **Initial Model**: Utilized `distilBert` for foundational training. |
| - **Dataset Size**: 96 entries. |
| - **Outcome**: Established baseline for accuracy metrics. |
|
|
| ### Iteration #2: |
| - **Model Upgrade**: Transitioned to `bert-base-uncased` from `distilbert-base-uncased`. |
| - **Dataset Expansion**: Increased from 96 to 296 entries. |
| - **Performance**: Improved accuracy scores; identified edge cases for refinement. |
|
|
| ### Iteration #3: |
| - **Model Upgrade**: Transitioned to `bert-large-cased-whole-word-masking` from `bert-base-uncased`. |
| - **Advancements**: Enhanced contextual sensitivity and accuracy. |
| - **Results**: Demonstrated more nuanced understanding and sensitivity in predictions. |
|
|
| ## Observations |
| - Each iteration has contributed to the model's evolving sophistication, leading to improved interpretive performance and accuracy. |
| - Continuous evaluation, especially in complex or ambiguous cases, is pivotal for future enhancements. |
|
|
|
|
| ## License |
| This dataset is licensed under [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/). |
| Users are free to use, modify, and share it under the same terms, but **commercial use is prohibited**. |
