File size: 1,259 Bytes
027d52d a55eb98 027d52d 8ea11e4 a55eb98 88cfd63 04f8ee4 6edb844 f49142c 6edb844 04f8ee4 6edb844 04f8ee4 6edb844 04f8ee4 6edb844 595bb07 6edb844 8ea11e4 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 |
---
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. |