Data Augmentation Planner

Augmentation Techniques

Synonym Replacement Replace random words with synonyms. ~1.3x multiplier.

Back-Translation Translate to other lang & back. ~1.5x multiplier.

Random Insertion Insert random synonyms into text. ~1.2x multiplier.

Random Swap Randomly swap word positions. ~1.4x multiplier.

Contextual Word Embeddings Generate variations using language model. ~1.3x.

Paraphrasing Generate paraphrases with same meaning. ~1.6x.

Effective Dataset Multiplier

1.0x

Dataset size increase from augmentation

Training Time Increase

Approximate epoch-based increase

Augmentation Intensity 0%