FRAUG
The GitHub repository of the FRAUG (For Realistic AUGmentations)
🚧 WIP
TODO
| Methods | Sub-method | Sub-submethod | Interest of the method | Pseudo-code for French | Pseudo-code for multilingual | Rust | Example |
|---|---|---|---|---|---|---|---|
| Lexical substitution | Thesaurus | Dictionary of synonyms | |||||
| WordNet | |||||||
| Wonef | |||||||
| Word embedding | Gensim (Fauconnier) | ||||||
| FastText | |||||||
| Masked language model (BERT like) | Random | ||||||
| POS | |||||||
| TD-IDF | |||||||
| Back-translation | Marian (Helsinki-NLP models) | ||||||
| M2M100 | |||||||
| See if other models have appeared since | |||||||
| Transformation of the text surface | Not relevant in French, will have to be done for English | ||||||
| Random noise injection | Spelling mistakes injection | ||||||
| Typing errors injection | |||||||
| Unigram noise injection | |||||||
| Noise injection | |||||||
| Mixed sentences | |||||||
| Random insertion | |||||||
| Random swap | |||||||
| Random deletion | |||||||
| Cross-over augmentation | |||||||
| Manipulating the syntax tree | Time manipulation | ||||||
| Gender manipulation | |||||||
| Number manipulation | |||||||
| MixUp | Word Mix Up | ||||||
| Sentence Mix Up | |||||||
| Generative methods | Generate paraphrases | ||||||
| Complexification | |||||||
| Text simplification | Text summary | ||||||
| Simplification |
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