jiminsun / OffensEval2020

NLPDove at SemEval 2020 Task 6: OffensEval

This is the code for our submission on Semeval 2020 task 12: Offensive Language Identification in Social Media. The code and description for data augmentation with transferable data selection, will be updated in before paper submission. Our results: 1st place in greek, 3rd in Danish, 6th in Turkish, 15th in English, and 20th in Arabic.

Data

OffensEval2019: Official OLID dataset page. Data for OffensEval2020: upon request.

python merge_test.py # OffensEval2019 - merge 3 test data into one file

Quick start

Below is the command to train a model with some potentially important arguments. For exhaustive list of arguments, read train.py.

NOTE=kor
python train.py \
--train_path ../data/olid/da/offenseval-da-training-v1-train.tsv \
--test_path ../data/olid/da/offenseval-da-training-v1-test.tsv \
--demojize --lower_hashtag --segment_hashtag --textify_emoji --add_cap_sign \
--mention_limit 3 --punc_limit 3 \
--model mbert --time_pooling max_avg --layer 11 \
--attention_probs_dropout_prob 0.1 --hidden_dropout_prob 0.3 \
--lr 0.00002 --weight_decay 0.0 --layer_decrease 1.0 --freeze_upto -1 --warmup_ratio 0.1 \
--batch_size 32 --train_step 700 --patience 20 --cuda 1 --note $NOTE 

python inference.py $NOTE

Dependencies