SINGAPORE: Alibaba
Group's research team on Monday (Jan 15) said its deep learning software has
scored higher than a human being on Stanford University's reading comprehension
test - an achievement it touted as the first win for the machines.
In a press release,
Alibaba's Institute of Data Science of Technologies (iDST) said its neural
network generated a score of 82.44 in providing exact answers to questions,
beating the humans' score of 82.304, on the Stanford Question Answering Dataset
(SQuAD).
However, Microsoft
Research Asia appears to have at least equalled the feat, and earlier, as it
scored 82.650 on Jan 3, two days before iDST notched its achievement on Jan 5,
according to the SQuAD's website.
SQuAD is a large-scale
reading comprehension dataset that consists of more than 100,000
question-answer pairs based on more than 500 Wikipedia articles, and
participating teams are to build machine-learning models to provide answers to
questions, the online site said.
Regardless, the
performance of the deep learning software is a "milestone" worth
noting, said iDST's chief scientist of natural language processing Si
Luo.
"That means
objective questions such as 'what causes rain' can now be answered with high
accuracy by machines," the chief scientist said in the press release.
"To our excitement,
we believe the technology underneath can be gradually applied to numerous
applications such as customer services, museum tutorial and online response to
inquiry from patients, freeing up human efforts in an (unprecedented)
way.”
According to a South
China Morning Post report on Monday, the scientist said the system currently
only works with questions that offer clear-cut answers, and if they are
"too vague or ungrammatical, or there is no prepared answer", the
software may not work as it should.
The research
unit said the model is based off its Hierarchical Attention Network, which
reads from paragraphs to sentences to words, in order to locate the precise
phrases with potential answers.
This has been applied
during Alibaba's major global shopping festivals, such as Singles Day, over the years, with machines answering the
large volumes of questions sent by consumers during this period, it
added.
Artificial intelligence
technology have been making significant strides in recent times, with Google's
AlphaGo defeating Chinese Go master Ke Jie in a best-of-three
series last May, after it had defeated South Korean Go grandmaster Lee Se-dol in March the same
year.
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