semvec/pypi-packages huggingface dataset:
fraug 0.0.1
FRAUG (For Realistic AUGmentations) 🐸 library
License: Apache-2.0
Requires Python: >=3.7

# FRAUG
The GitHub repository of the **FRAUG** (**F**or **R**ealistic **AUG**mentations)  🐸 library! 

# 🚧 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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