======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 86949 - 44.75 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 102073 - 52.56 citation contexts per article Total correct predicted citation contexts: 84232 - 43.35 citation contexts per article Total wrong predicted citation contexts: 17841 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 82.52 Recall citation contexts: 60.23 fscore citation contexts: 69.63 -> with abstracts ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 86949 - 44.75 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 108399 - 55.79 citation contexts per article Total correct predicted citation contexts: 88204 - 45.4 citation contexts per article Total wrong predicted citation contexts: 20195 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 81.37 Recall citation contexts: 63.08 fscore citation contexts: 71.07 -> with figures ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 86949 - 44.75 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 108700 - 55.94 citation contexts per article Total correct predicted citation contexts: 88414 - 45.5 citation contexts per article Total wrong predicted citation contexts: 20286 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 81.34 Recall citation contexts: 63.23 fscore citation contexts: 71.15 -> with figures and tables ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 86949 - 44.75 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 108939 - 56.07 citation contexts per article Total correct predicted citation contexts: 88592 - 45.6 citation contexts per article Total wrong predicted citation contexts: 20347 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 81.32 Recall citation contexts: 63.35 fscore citation contexts: 71.22 -> relax matching of numerical markers ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 86949 - 44.75 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 111456 - 57.36 citation contexts per article Total correct predicted citation contexts: 90012 - 46.33 citation contexts per article Total wrong predicted citation contexts: 21444 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 80.76 Recall citation contexts: 64.37 fscore citation contexts: 71.64 -> new features ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 86949 - 44.75 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 111254 - 57.26 citation contexts per article Total correct predicted citation contexts: 90641 - 46.65 citation contexts per article Total wrong predicted citation contexts: 20613 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 81.47 Recall citation contexts: 64.82 fscore citation contexts: 72.2 -> new features variant ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 86949 - 44.75 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 111351 - 57.31 citation contexts per article Total correct predicted citation contexts: 90722 - 46.69 citation contexts per article Total wrong predicted citation contexts: 20629 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 81.47 Recall citation contexts: 64.88 fscore citation contexts: 72.23 ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 86949 - 44.75 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 112279 - 57.79 citation contexts per article Total correct predicted citation contexts: 91275 - 46.98 citation contexts per article Total wrong predicted citation contexts: 21004 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 81.29 Recall citation contexts: 65.27 fscore citation contexts: 72.41 -> new features + relax matching of numerical markers ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 86949 - 44.75 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 113593 - 58.46 citation contexts per article Total correct predicted citation contexts: 92030 - 47.36 citation contexts per article Total wrong predicted citation contexts: 21563 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 81.02 Recall citation contexts: 65.81 fscore citation contexts: 72.63 ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 86949 - 44.75 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 114565 - 58.96 citation contexts per article Total correct predicted citation contexts: 92583 - 47.65 citation contexts per article Total wrong predicted citation contexts: 21982 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 80.81 Recall citation contexts: 66.21 fscore citation contexts: 72.79 -> review segmentation ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 88337 - 45.46 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 114107 - 58.73 citation contexts per article Total correct predicted citation contexts: 92335 - 47.52 citation contexts per article Total wrong predicted citation contexts: 21772 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 80.92 Recall citation contexts: 66.03 fscore citation contexts: 72.72 ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 88948 - 45.78 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 116306 - 59.86 citation contexts per article Total correct predicted citation contexts: 93650 - 48.2 citation contexts per article Total wrong predicted citation contexts: 22656 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 80.52 Recall citation contexts: 66.97 fscore citation contexts: 73.12 (relaxed) ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 88337 - 45.46 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 116429 - 59.92 citation contexts per article Total correct predicted citation contexts: 93646 - 48.2 citation contexts per article Total wrong predicted citation contexts: 22783 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 80.43 Recall citation contexts: 66.97 fscore citation contexts: 73.09 ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 88367 - 45.48 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 118686 - 61.08 citation contexts per article Total correct predicted citation contexts: 95015 - 48.9 citation contexts per article Total wrong predicted citation contexts: 23671 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 80.06 Recall citation contexts: 67.95 fscore citation contexts: 73.51 (dehyphenization of callout, relaxed) ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 88367 - 45.48 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 118905 - 61.2 citation contexts per article Total correct predicted citation contexts: 95215 - 49 citation contexts per article Total wrong predicted citation contexts: 23690 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 80.08 Recall citation contexts: 68.09 fscore citation contexts: 73.6 (review reference segmenter) ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 89344 - 45.98 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 120494 - 62.01 citation contexts per article Total correct predicted citation contexts: 96198 - 49.51 citation contexts per article Total wrong predicted citation contexts: 24296 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 79.84 Recall citation contexts: 68.79 fscore citation contexts: 73.9 (review training data) ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 89229 - 45.92 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 120420 - 61.98 citation contexts per article Total correct predicted citation contexts: 96708 - 49.77 citation contexts per article Total wrong predicted citation contexts: 23712 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 80.31 Recall citation contexts: 69.16 fscore citation contexts: 74.32 (review training data) ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 88888 - 45.75 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 120291 - 61.91 citation contexts per article Total correct predicted citation contexts: 96635 - 49.73 citation contexts per article Total wrong predicted citation contexts: 23656 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 80.33 Recall citation contexts: 69.11 fscore citation contexts: 74.3 (review training data) ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 88888 - 45.75 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 121402 - 62.48 citation contexts per article Total correct predicted citation contexts: 97117 - 49.98 citation contexts per article Total wrong predicted citation contexts: 24285 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 80 Recall citation contexts: 69.45 fscore citation contexts: 74.35 (semi-constrained number match) ======= Citation context resolution ======= Total expected references: 90125 - 46.38 references per article Total predicted references: 88888 - 45.75 references per article Total expected citation contexts: 139835 - 71.97 citation contexts per article Total predicted citation contexts: 119466 - 61.49 citation contexts per article Total correct predicted citation contexts: 96074 - 49.45 citation contexts per article Total wrong predicted citation contexts: 23392 (wrong callout matching, callout missing in NLM, or matching with a bib. ref. not aligned with a bib.ref. in NLM) Precision citation contexts: 80.42 Recall citation contexts: 68.71 fscore citation contexts: 74.1