Update README.md

README.md

@@ -1,22 +1,31 @@
 ---
 datasets:
-- niltheory/ExistenceTypes
+  - niltheory/ExistenceTypes
 language:
-- en
+  - en
 ---
 
-# Existence Analysis Model
-## Created for: Compendium Terminum, IP.
+# Existence Analysis Model (EAM)
 
-Iteration #1:
-base distilBert used to train the model with a data training of 96.
+**Created for**: Compendium Terminum, IP  
+**Base Model**: `bert-large-cased-whole-word-masking`
 
-Iteration #2:
-Increased the data training from 96 to 296.
-Which greatly increased the accuracy scores, albeit there is some edge cases.
+## Iterative Development
 
-Iteration #3:
+### Iteration #1:
+- **Initial Model**: Utilized `distilBert` for foundational training.
+- **Dataset Size**: 96 entries.
+- **Outcome**: Established baseline for accuracy metrics.
 
-Switched from bert-base-uncased to bert-large-cased-whole-word-masking.
-Which it has more contextual sensitivity and is slightly more accurate than Iteration #2.
-It's overall more nuanced and sensitive.
+### Iteration #2:
+- **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.