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. Author manuscript; available in PMC: 2019 Sep 28.
Published in final edited form as: Proc AAAI Conf Artif Intell. 2019 Jan-Feb;33:4763–4771. doi: 10.1609/aaai.v33i01.33014763

Table 6: Effect of Unipolar Correction.

We compare the micro accuracy (avg. over 10 trials) with 95% confidence intervals of a model trained using data programming (DP), data program with a unipolar correction (DP-UI), and our approach (MeTaL).

OntoNotes (NER) TACRED (RE) OpenI (Doc) Average
DP [28] 78.4 ± 1.2 49.0 ± 2.7 75.8 ± 0.9 67.7
DP-UI 81.0 ± 1.2 54.2 ± 2.6 76.4 ± 0.5 70.5
MeTaL 82.2 ± 0.8 56.7 ± 2.1 76.6 ± 0.4 71.8