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. 2023 Mar 29;10:175. doi: 10.1038/s41597-023-02089-z

Table 4.

Precision, Recall and F1 (micro-average) of the maximum entropy model for fine-grained entity classification, as each feature is added.

Classification Model Entity Type
Features METHOD MATERIAL PRODUCT
Words 67.71 72.56 85.76
+Context(Machine-learning model) 68.93 74.52 87.49
+Entity Type(Coarse-grained) 69.81 75.73 88.16
+Brown clusters 69.84 77.04 89.07