Invention Grant
- Patent Title: Answerability-aware open-domain question answering
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Application No.: US17212422Application Date: 2021-03-25
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Publication No.: US11860912B2Publication Date: 2024-01-02
- Inventor: Lucas Ross , Romil Shah
- Applicant: Ford Global Technologies, LLC
- Applicant Address: US MI Dearborn
- Assignee: Ford Global Technologies, LLC
- Current Assignee: Ford Global Technologies, LLC
- Current Assignee Address: US MI Dearborn
- Agency: Bejin Bieneman PLC
- Agent Brandon Hicks
- Main IPC: G06F16/332
- IPC: G06F16/332 ; G06F16/33 ; G06F16/338

Abstract:
A system comprises an input interface to receive input indicating a question, a communication module to establish a communication link with an access network, wherein the communication link provides connectivity to one or more packet data networks (PDNs) via the access network, and a computer coupled to the input interface and the communication module, the computer including a processor and a memory, the memory storing instructions executable by the processor to execute an information retrieval procedure including accessing an open-domain context search space of the one or more PDNs and retrieving, from among a plurality of contexts of the open-domain context search space, a plurality of candidate contexts for answering the question using a question-answering model for open-domain question answering, identify a set of non-answering contexts among the plurality of candidate contexts, wherein each of the set of non-answering contexts is a respective context for which the question-answering model predicts the question to be unanswerable, determine an open-domain unanswerability score for the question based on respective relevance scores for the set of non-answering contexts, determine an open-domain result for the question based on the open-domain unanswerability score for the question, and output result information indicating the open-domain result for the question.
Public/Granted literature
- US20220309086A1 ANSWERABILITY-AWARE OPEN-DOMAIN QUESTION ANSWERING Public/Granted day:2022-09-29
Information query