############################################## step: final Table for all datasets except crossNER ACE 2004 : 26.0% 36.9% ACE 2005 : 23.6% 37.0% AnatEM : 30.6% 35.8% Broad Tweet Corpus : 60.2% 65.0% CoNLL 2003 : 63.6% 68.5% FabNER : 24.0% 34.5% FindVehicle : 44.1% 44.6% GENIA_NER : 53.6% 58.9% HarveyNER : 24.9% 22.6% MultiNERD : 63.9% 71.0% Ontonotes : 31.6% 45.6% PolyglotNER : 42.8% 50.3% TweetNER7 : 40.1% 51.6% WikiANN en : 58.1% 67.8% WikiNeural : 72.3% 77.1% bc2gm : 52.3% 59.0% bc4chemd : 51.4% 56.2% bc5cdr : 69.4% 73.5% ncbi : 61.1% 70.2% Average : 47.0% 54.0% Table for zero-shot benchmark CrossNER_AI : 60.1% 64.7% CrossNER_literature : 64.9% 72.5% CrossNER_music : 69.9% 72.9% CrossNER_politics : 72.7% 79.5% CrossNER_science : 66.4% 72.0% mit-movie : 55.1% 63.4% mit-restaurant : 44.6% 57.0% Average : 62.0% 68.9% ##############################################