公开(公告)号：US11790184B2

公开(公告)日：2023-10-17

申请号：US17161327

申请日：2021-01-28

Applicant: salesforce.com, inc.

Inventor： Hiroaki Hayashi ,  Wojciech Kryscinski

IPC: G06F40/40 ,  G06F40/284 ,  G06N5/04 ,  G06N20/00 ,  G06F40/30

CPC classification number: G06F40/40 ,  G06F40/284 ,  G06N5/04 ,  G06N20/00 ,  G06F40/30

Abstract: Embodiments described herein provide natural language processing (NLP) systems and methods that provide a customized summarization of scientific or technical articles, which disentangles background information from new contributions, and summarizes the background information or the new information (or both) based on a user's preference. Specifically, the systems and methods utilize machine learning classifiers to classify portions of sentences within the article as containing background information or as containing a new contribution attributable to the article. The systems and methods then incorporate the background information in the summary or incorporate the new contribution in the summary and output the summary. In this way, the systems and methods can provide summaries of scientific literatures, which largely accelerates literature review in scientific fields.

公开(公告)号：US20220067302A1

公开(公告)日：2022-03-03

申请号：US17161327

申请日：2021-01-28

Applicant: salesforce.com, inc.

Inventor： Hiroaki Hayashi ,  Wojciech Kryscinski

IPC: G06F40/40 ,  G06F40/284 ,  G06N20/00 ,  G06N5/04

Abstract: Embodiments described herein provide natural language processing (NLP) systems and methods that provide a customized summarization of scientific or technical articles, which disentangles background information from new contributions, and summarizes the background information or the new information (or both) based on a user's preference. Specifically, the systems and methods utilize machine learning classifiers to classify portions of sentences within the article as containing background information or as containing a new contribution attributable to the article. The systems and methods then incorporate the background information in the summary or incorporate the new contribution in the summary and output the summary. In this way, the systems and methods can provide summaries of scientific literatures, which largely accelerates literature review in scientific fields.