Team foxtrot
https://github.com/facebookresearch/fastText
https://github.com/facebookresearch/fastText/blob/master/pretrained-vectors.md
| Approach | train accuracy | test accuracy | stop words | stemmer/lemmatizer | hyperparameters | lr | lrUpdateRate | dim | epoch | minCount | wordNgrams | pretrainedVectors |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| fastText | 0.868716 | 0.817044 | nltk.corpus.stopwords | N | default | 0.1 | 100 | 100 | 5 | 1 | 1 | N |
| fastText | 0.847342 | 0.814095 | nltk.corpus.stopwords | nltk.stem.porter.PorterStemmer | default | 0.1 | 100 | 100 | 5 | 1 | 1 | N |
| fastText | 0.836514 | 0.808539 | nltk.corpus.stopwords | nltk.stem.lancaster.LancasterStemmer | default | 0.1 | 100 | 100 | 5 | 1 | 1 | N |
| fastText | 0.846991 | 0.814918 | nltk.corpus.stopwords | nltk.stem.snowball.SnowballStemmer | default | 0.1 | 100 | 100 | 5 | 1 | 1 | N |
| fastText | 0.862346 | 0.816324 | nltk.corpus.stopwords | nltk.stem.wordnet.WordNetLemmatizer | default | 0.1 | 100 | 100 | 5 | 1 | 1 | N |
| fastText | 0.840463 | 0.814655 | nltk.corpus.stopwords | nltk.stem.wordnet.WordNetLemmatizer | custom | 0.01 | 50 | 100 | 13 | 10 | 1 | N |
| fastText | 0.836235 | 0.814174 | nltk.corpus.stopwords | nltk.stem.wordnet.WordNetLemmatizer | custom | 0.01 | 50 | 100 | 11 | 10 | 1 | N |
| fastText | 0.850909 | 0.815123 | nltk.corpus.stopwords | nltk.stem.wordnet.WordNetLemmatizer | custom | 0.01 | 100 | 100 | 8 | 10 | 2 | N |
| fastText | 0.853952 | 0.816358 | nltk.corpus.stopwords | nltk.stem.wordnet.WordNetLemmatizer | custom | 0.01 | 100 | 100 | 8 | 20 | 2 | N |
| fastText | 0.856199 | 0.815604 | nltk.corpus.stopwords | nltk.stem.wordnet.WordNetLemmatizer | custom | 0.01 | 100 | 100 | 8 | 50 | 2 | N |
| fastText | 0.854124 | 0.816667 | nltk.corpus.stopwords | nltk.stem.wordnet.WordNetLemmatizer | custom | 0.01 | 1 | 50 | 8 | 20 | 2 | N |
| fastText | 0.850815 | 0.817879 | N | spacy.en.English | default | 0.1 | 100 | 100 | 5 | 1 | 1 | N |
| fastText | 0.854228 | 0.815843 | nltk.corpus.stopwords | spacy.en.English | default | 0.1 | 100 | 100 | 5 | 1 | 1 | N |
| fastText | 0.853178 | 0.819979 | N | spacy.en.English | custom | 0.1 | 100 | 300 | 5 | 1 | 1 | wiki.en |
| fastText | 0.824509 | 0.812091 | N | spacy.en.English | custom | 0.01 | 100 | 300 | 5 | 1 | 1 | wiki.en |
| fastText | 0.833534 | 0.81588 | N | spacy.en.English | custom | 0.01 | 100 | 300 | 8 | 1 | 1 | wiki.en |
| fastText | 0.834378 | 0.816569 | N | spacy.en.English | custom | 0.01 | 100 | 300 | 8 | 20 | 1 | wiki.en |
| fastText | 0.834447 | 0.81619 | N | spacy.en.English | custom | 0.01 | 100 | 300 | 8 | 30 | 1 | wiki.en |
| fastText | 0.834464 | 0.817465 | N | spacy.en.English | custom | 0.01 | 100 | 300 | 8 | 100 | 1 | wiki.en |
| fastText | 0.833267 | 0.816569 | N | spacy.en.English | custom | 0.01 | 100 | 300 | 8 | 500 | 1 | wiki.en |
| fastText | 0.832863 | 0.816328 | N | spacy.en.English | custom | 0.005 | 100 | 300 | 15 | 500 | 1 | wiki.en |
| fastText | 0.853817 | 0.82053 | movie | spacy.en.English | custom | 0.1 | 100 | 300 | 5 | 1 | 1 | wiki.en |
| fastText | 0.832658 | 0.817672 | movie | spacy.en.English | custom | 0.005 | 100 | 300 | 15 | 500 | 1 | wiki.en |
| fastText | 0.853757 | 0.819944 | movie, film etc. | spacy.en.English | custom | 0.1 | 100 | 300 | 5 | 1 | 1 | wiki.en |
| fastText | 0.833054 | 0.817189 | movie, film etc. | spacy.en.English | custom | 0.005 | 100 | 300 | 15 | 500 | 1 | wiki.en |
| fastText | 0.860124 | 0.811323 | movie, film etc. + nltk.corpus.stopwords | spacy.en.English | custom | 0.1 | 100 | 300 | 5 | 1 | 1 | wiki.en |
| fastText | 0.838971 | 0.81239 | movie, film etc. + nltk.corpus.stopwords | spacy.en.English | custom | 0.005 | 100 | 300 | 15 | 500 | 1 | wiki.en |
| CNN | 0.8231 | 0.8065 | movie, film etc. + nltk.corpus.stopwords | spacy.en.English | - | - | - | - | - | - | - | - |