Title:
CAUSAL RELATIONSHIP RECOGNITION APPARATUS AND COMPUTER PROGRAM THEREFOR
Document Type and Number:
WIPO Patent Application WO/2018/066445
Kind Code:
A1
Abstract:
[Problem] To provide a causal relationship recognition apparatus that is capable of highly accurately recognizing a causal relationship expression irrespective of whether there is a keyword or not. [Solution] A causal relationship recognition apparatus 30 includes: a candidate vector generation unit 50 that receives a causal relationship candidate 32, and generates a candidate vector representing a word string constituting the candidate; a context vector generation unit 52 that generates a content vector representing a context in which a noun phrase of a cause and a noun phrase of a result of the causal relationship candidate emerge; a binary pattern vector generation unit 54 that generates a word vector representing background knowledge for determining presence of a causal relationship between the noun phrase included in the cause and the noun phrase included in the result; an answer vector generation unit 56; a related passage vector generation unit 58 concerning background knowledge; and a multi-column convolutional neural network 60 that has executed learning in advance to determine whether or not the causal relationship candidate is a causal relationship upon reception of the word vectors.
Inventors:
KRUENGKRAI CANASAI (JP)
HASHIMOTO CHIKARA (JP)
TORISAWA KENTARO (JP)
KLOETZER JULIEN (JP)
OH JONGHOON (JP)
TANAKA MASAHIRO (JP)
HASHIMOTO CHIKARA (JP)
TORISAWA KENTARO (JP)
KLOETZER JULIEN (JP)
OH JONGHOON (JP)
TANAKA MASAHIRO (JP)
Application Number:
PCT/JP2017/035148
Publication Date:
April 12, 2018
Filing Date:
September 28, 2017
Export Citation:
Assignee:
NAT INST INF & COMM TECH (JP)
International Classes:
G06F17/30; G06F40/20; G06N5/02
Domestic Patent References:
WO2014017023A1 | 2014-01-30 |
Foreign References:
JP2007219947A | 2007-08-30 | |||
JP2013175097A | 2013-09-05 |
Attorney, Agent or Firm:
SHIMIZU, Satoshi (JP)
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