公开(公告)号：US20230062297A1

公开(公告)日：2023-03-02

申请号：US17821643

申请日：2022-08-23

Applicant: JPMORGAN CHASE BANK, N.A.

Inventor： Shaltiel ELOUL ,  Agathe LHÉRONDELLE ,  Sean MORAN ,  Fanny SILAVONG ,  Yash SATSANGI

IPC: G06F8/36 ,  G06N3/04

Abstract: 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.

公开(公告)号：US20250005304A1

公开(公告)日：2025-01-02

申请号：US18215517

申请日：2023-06-28

Applicant: JPMorgan Chase Bank, N.A.

Inventor： Ruibo SHI ,  Agathe LHÉRONDELLE ,  Denis KOCHEDYKOV

IPC: G06F40/56 ,  G06F40/35

Abstract: A method and a system for automatic generation of conversation samples for training machine learning-based dialogue managers by using conversation graphs are provided. The method includes: receiving a conversational flow that relates to a conversation; converting the conversational flow into a graphical representation of the conversation; using the graphical representation to determine a set of paths that relate to possible realizations of potential user interactions with respect to the conversation; and generating conversation samples that correspond to the set of paths.