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--- |
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datasets: |
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- niltheory/ExistenceTypes |
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language: |
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- en |
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--- |
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# Existence Analysis Model (EAM) |
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**Created for**: Compendium Terminum, IP |
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**Base Model**: `bert-large-cased-whole-word-masking` |
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## Iterative Development |
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### Iteration #1: |
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- **Initial Model**: Utilized `distilBert` for foundational training. |
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- **Dataset Size**: 96 entries. |
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- **Outcome**: Established baseline for accuracy metrics. |
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### Iteration #2: |
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- **Dataset Expansion**: Increased from 96 to 296 entries. |
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- **Performance**: Improved accuracy scores; identified edge cases for refinement. |
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### Iteration #3: |
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- **Model Upgrade**: Transitioned to `bert-large-cased-whole-word-masking` from `bert-base-uncased`. |
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- **Advancements**: Enhanced contextual sensitivity and accuracy. |
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- **Results**: Demonstrated more nuanced understanding and sensitivity in predictions. |
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## Observations |
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- Each iteration has contributed to the model's evolving sophistication, leading to improved interpretive performance and accuracy. |
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- Continuous evaluation, especially in complex or ambiguous cases, is pivotal for future enhancements. |
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