Transfer Learning for Risk Classification of Social Media Posts: Model Evaluation Study.

In this study, we found that transfer learning is an effective strategy for predicting risk with relatively little labeled data and noted that fine-tuning of pretrained language models provides further gains when large amounts of unlabeled text are available.