49123 out of 51578 tags correct accuracy: 95.24 5917 groups in key 6332 groups in response 4228 correct groups precision: 66.77 recall: 71.46 F1: 69.03
49422 out of 51578 tags correct accuracy: 95.82 5917 groups in key 6068 groups in response 4304 correct groups precision: 70.93 recall: 72.74 F1: 71.82
49453 out of 51578 tags correct accuracy: 95.88 5917 groups in key 6206 groups in response 4310 correct groups precision: 69.45 recall: 72.84 F1: 71.10
49221 out of 51578 tags correct accuracy: 95.43 5917 groups in key 6063 groups in response 4163 correct groups precision: 68.66 recall: 70.36 F1: 69.50
49457 out of 51578 tags correct accuracy: 95.89 5917 groups in key 6238 groups in response 4366 correct groups precision: 69.99 recall: 73.79 F1: 71.84
49665 out of 51578 tags correct accuracy: 96.29 5917 groups in key 6157 groups in response 4505 correct groups precision: 73.17 recall: 76.14 F1: 74.62
49734 out of 51578 tags correct accuracy: 96.42 5917 groups in key 6196 groups in response 4546 correct groups precision: 73.37 recall: 76.83 F1: 75.06
49824 out of 51578 tags correct accuracy: 96.60 5917 groups in key 6390 groups in response 4661 correct groups precision: 72.94 recall: 78.77 F1: 75.75
49760 out of 51578 tags correct accuracy: 96.48 5917 groups in key 6367 groups in response 4615 correct groups precision: 72.48 recall: 78.00 F1: 75.14
49810 out of 51578 tags correct accuracy: 96.57 5917 groups in key 6498 groups in response 4647 correct groups precision: 71.51 recall: 78.54 F1: 74.86
49907 out of 51578 tags correct accuracy: 96.76 5917 groups in key 6478 groups in response 4722 correct groups precision: 72.89 recall: 79.80 F1: 76.19
CoNLL + ['cluster', 'dep_', 'is_stop', 'is_title', 'lemma_', 'lower_', 'norm_', 'orth_', 'pos_', 'shape_', 'tag_']
49797 out of 51578 tags correct accuracy: 96.55 5917 groups in key 6596 groups in response 4638 correct groups precision: 70.32 recall: 78.38 F1: 74.13
CoNLL + ['dep_', 'head', 'is_title', 'left_edge', 'lemma_', 'lower_', 'norm_', 'orth_', 'pos_', 'right_edge', 'shape_', 'tag_']
50227 out of 51578 tags correct accuracy: 97.38 5917 groups in key 6263 groups in response 4933 correct groups precision: 78.76 recall: 83.37 F1: 81.00
CoNLL + ['dep_', 'head', 'is_title', 'left_edge', 'lemma_', 'lower_', 'norm_', 'orth_', 'pos_', 'right_edge', 'shape_', 'tag_'] + context
50515 out of 51578 tags correct accuracy: 97.94 5917 groups in key 6016 groups in response 5152 correct groups precision: 85.64 recall: 87.07 F1: 86.35
CoNLL + ['head', 'is_title', 'left_edge', 'lemma_', 'lower_', 'norm_', 'orth_', 'right_edge', 'shape_'] + context
50513 out of 51578 tags correct accuracy: 97.94 5917 groups in key 5987 groups in response 5143 correct groups precision: 85.90 recall: 86.92 F1: 86.41
50481 out of 51578 tags correct accuracy: 97.87 5917 groups in key 5970 groups in response 5119 correct groups precision: 85.75 recall: 86.51 F1: 86.13
CoNLL + ['is_title', 'lemma_', 'lower_', 'norm_', 'orth_', 'prefix_', 'shape_', 'suffix_'] + context
50523 out of 51578 tags correct accuracy: 97.95 5917 groups in key 6006 groups in response 5160 correct groups precision: 85.91 recall: 87.21 F1: 86.56
50507 out of 51578 tags correct accuracy: 97.92 5917 groups in key 5999 groups in response 5147 correct groups precision: 85.80 recall: 86.99 F1: 86.39
CoNLL + ['is_title', 'lemma_', 'lower_', 'norm_', 'orth_', 'prefix_', 'shape_', 'suffix_'] + context + 50d
50759 out of 51578 tags correct accuracy: 98.41 5917 groups in key 6061 groups in response 5332 correct groups precision: 87.97 recall: 90.11 F1: 89.03
CoNLL + ['is_title', 'lemma_', 'lower_', 'norm_', 'orth_', 'prefix_', 'shape_', 'suffix_'] + context + 100d
50767 out of 51578 tags correct accuracy: 98.43 5917 groups in key 6074 groups in response 5355 correct groups precision: 88.16 recall: 90.50 F1: 89.32
CoNLL + ['is_title', 'lemma_', 'lower_', 'norm_', 'orth_', 'prefix_', 'shape_', 'suffix_'] + context + 200d
50742 out of 51578 tags correct accuracy: 98.38 5917 groups in key 6091 groups in response 5341 correct groups precision: 87.69 recall: 90.27 F1: 88.96
CoNLL + ['is_title', 'lemma_', 'lower_', 'norm_', 'orth_', 'prefix_', 'shape_', 'suffix_'] + context + 300d
50737 out of 51578 tags correct accuracy: 98.37 5917 groups in key 6074 groups in response 5339 correct groups precision: 87.90 recall: 90.23 F1: 89.05
CoNLL + ['is_title', 'lemma_', 'lower_', 'norm_', 'orth_', 'prefix_', 'shape_', 'suffix_'] + context + 100d + context
50626 out of 51578 tags correct accuracy: 98.15 5917 groups in key 6054 groups in response 5231 correct groups precision: 86.41 recall: 88.41 F1: 87.39
CoNLL + ['is_title', 'lemma_', 'lower_', 'norm_', 'orth_', 'prefix_', 'shape_', 'suffix_'] + context + 100d + binarization
50584 out of 51578 tags correct accuracy: 98.07 5917 groups in key 6133 groups in response 5209 correct groups precision: 84.93 recall: 88.03 F1: 86.46
CoNLL + ['is_title', 'lemma_', 'lower_', 'norm_', 'orth_', 'prefix_', 'shape_', 'suffix_'] + context + 50d + binarization
50620 out of 51578 tags correct accuracy: 98.14 5917 groups in key 6074 groups in response 5230 correct groups precision: 86.10 recall: 88.39 F1: 87.23
CoNLL + ['is_title', 'lemma_', 'lower_', 'norm_', 'orth_', 'prefix_', 'shape_', 'suffix_'] + context + kmeans cluster IDs (100d, k=1000)
50750 out of 51578 tags correct accuracy: 98.39 5917 groups in key 6001 groups in response 5328 correct groups precision: 88.79 recall: 90.05 F1: 89.41
CoNLL + ['is_title', 'lemma_', 'lower_', 'norm_', 'orth_', 'prefix_', 'shape_', 'suffix_'] + context + kmeans cluster IDs (300d, k=3000)
50682 out of 51578 tags correct accuracy: 98.26 5917 groups in key 6007 groups in response 5276 correct groups precision: 87.83 recall: 89.17 F1: 88.49
CoNLL + ['is_title', 'lemma_', 'lower_', 'norm_', 'orth_', 'prefix_', 'shape_', 'suffix_'] + context + kmeans cluster IDs (100d, k=1000) + context
50822 out of 51578 tags correct accuracy: 98.53 5917 groups in key 6045 groups in response 5397 correct groups precision: 89.28 recall: 91.21 F1: 90.24