The state-of-the-art NER and POS tagging models on Tweebank are the following:

1. TweebankNLP/bertweet-tb2_wnut17-ner
2. TweebankNLP/bertweet-tb2_ewt-pos-tagging

The other two models are the baselines models. Please refer to their README files for more details.