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Type4Py: Deep Similarity Learning-Based Type Inference for Python [article]

Amir M. Mir, Evaldas Latoskinas, Sebastian Proksch, Georgios Gousios
2021 arXiv   pre-print
In this paper, we present Type4Py, a deep similarity learning-based hierarchical neural network model that learns to discriminate between types of the same kind and dissimilar types in a high-dimensional  ...  Dynamic languages, such as Python and Javascript, trade static typing for developer flexibility and productivity.  ...  Motivated by the above discussion, in this paper, we present a deep similarity learning (DSL)-based type inference approach, called Type4Py.  ... 
arXiv:2101.04470v2 fatcat:wdyshjbse5ba3o2akw3btluncy