Since the start of the COVID-19 pandemic, there has been a widespread increase in the amount of hate-speech being propagated online against the Asian community. This project builds upon and explores the work of He et al. Their COVID-HATE dataset contains 206 million tweets focused around anti-Asian hate speech. Using tweet data from before the COVID-19 pandemic, as well as the COVID-HATE dataset from He et al, we performed transfer learning. We tested several different models, including BERT, RoBERTa, LSTM, and BERT-CNN.
Some of these models hindered the performance of He et al’s model, while others improved it.


{"language": "en", "license": "mit", "tags": ["transfer-learning", "bert", "hatespeech", "covid19"], "datasets": ["COVID-HATE"], "metrics": ["f1-score"]}
transformers pytorch roberta text-classification transfer-learning bert hatespeech covid19 en dataset:COVID-HATE license:mit autotrain_compatible endpoints_compatible region:us
TAGS
#transformers #pytorch #roberta #text-classification #transfer-learning #bert #hatespeech #covid19 #en #dataset-COVID-HATE #license-mit #autotrain_compatible #endpoints_compatible #region-us 

Since the start of the COVID-19 pandemic, there has been a widespread increase in the amount of hate-speech being propagated online against the Asian community. This project builds upon and explores the work of He et al. Their COVID-HATE dataset contains 206 million tweets focused around anti-Asian hate speech. Using tweet data from before the COVID-19 pandemic, as well as the COVID-HATE dataset from He et al, we performed transfer learning. We tested several different models, including BERT, RoBERTa, LSTM, and BERT-CNN.
Some of these models hindered the performance of He et al’s model, while others improved it.


TAGS
#transformers #pytorch #roberta #text-classification #transfer-learning #bert #hatespeech #covid19 #en #dataset-COVID-HATE #license-mit #autotrain_compatible #endpoints_compatible #region-us 

passage: TAGS
#transformers #pytorch #roberta #text-classification #transfer-learning #bert #hatespeech #covid19 #en #dataset-COVID-HATE #license-mit #autotrain_compatible #endpoints_compatible #region-us 
