Pointing to Subwords for Generating Function Names in Source Code

COLING 2020 · Shogo Fujita, Hidetaka Kamigaito, Hiroya Takamura, Manabu Okumura ·

We tackle the task of automatically generating a function name from source code. Existing generators face difficulties in generating low-frequency or out-of-vocabulary subwords. In this paper, we propose two strategies for copying low-frequency or out-of-vocabulary subwords in inputs. Our best performing model showed an improvement over the conventional method in terms of our modified F1 and accuracy on the Java-small and Java-large datasets.

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Pointing to Subwords for Generating Function Names in Source Code

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