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metadata
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.