Jpmorgan Chase Bank, N.a.

Agathe Lhérondelle

Sean Moran

Fanny Silavong

Shaltiel Eloul

Yash Satsangi

Systems and methods for code repository embedding using attention mechanism for tagging and summarization are disclosed. According to one embodiment, a method for code repository embedding may include: (1) extracting, by a computer program executed by an electronic device, docstring embeddings, code embeddings, and dependency embeddings from scripts in a repository (2) applying, by the computer program, a machine learning algorithm to each of the docstring embeddings, code embeddings, and dependency embeddings; (3) concatenating, by the computer program, outputs of the machine learning algorithm; (4) weighting, by the computer program, the concatenated outputs of the machine learning algorithm using an attention mechanism, resulting in a repository representation comprising an abstract vector; and (5) tagging or summarizing, by the computer program, the script using its repository representation.

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Sotteville-les-Rouen, France

Agathe Lhérondelle