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nlp-wise21--ml4nlp-proj's Introduction

ML4NLP WiSe 2021/22 Challenge

Usage

# download the repository to your local machine
git clone https://github.com/smnmnkr/sentiment-challenge.git

# move into repository
cd sentiment-challenge

# run prediction
execute __main__.py file in folder lib
(select variables accordingly)

Config

{
  "data": {
    "train_path": "data/train.csv",
    "eval_path": "data/eval.csv",
    "test_path": null
  },
  "preprocess": [
    "hyperlinks",
    "mentions",
    "hashtags",
    "retweet",
    "repetitions",
    "emojis",
    "smileys",
    "spaces"
  ],
  "model": {
    "name": "microsoft/deberta-base"
  },
  "trainer": {
    "learning_rate": 2e-5,
    "per_device_train_batch_size": 16,
    "per_device_eval_batch_size": 16,
    "weight_decay": 0.01,
    "output_dir": "results/",
    "logging_dir": "logs/"
  }
}

Credits

nlp-wise21--ml4nlp-proj's People

Contributors

simon-muenker avatar lcesaratto avatar

Watchers

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