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El•Gazette 469.qxp_El•Gazette 469  25/02/2020  21:50  Page 11






                                                                                                                NEWS

              How learning Chinese improved Ernie’s English


              By Gillian Ragsdale          As language teachers well
                                         know, understanding the meaning                                                PIXABAY
              A Chinese Artificial intelligence   of language requires a lot more
              (AI) platform has improved AI   than understanding the meaning
              understanding of both Chinese   of individual words, and this has
              and English, reports Yu Sun and   been a major challenge for AI
              colleagues from Baidu Inc., Beijing.    systems.
                Up to now, the race to develop   One way that BERT trained to
              AI that can understand and use   understand language was by
              natural human language has been   hiding some words, then trying to
              dominated by the US tech giants   predict what they would be by
              Google, Microsoft and Facebook   looking at the words before and
              – so the human language under   after the missing word, a kind of
              focus has been English.    word gap activity.
                This international competition   When ERNIE wanted to do the
              has a fast-changing leaderboard,   same it had to adapt the technique
              reporting scores on GLUE   to Chinese. Individual Chinese
              (General         Language   characters don’t carry meaning in   ERNIE and BERT are named after Sesame Street characters
              Understanding), a set of tasks   the way English words do. The
              developed to test how well an AI   meaning of individual Chinese   as ‘call it a day’. English language   REFERENCE
              really understands language. An   characters depends on adjacent   teachers may be surprised at the   n Sun, Y. et al. (2019) ‘ERNIE
              average human scores 87/100 and   characters. So, ERNIE trained by   techies’ surprise: perhaps more of   2.0: A Continual Pre-Training
              Google’s BERT (Bidirectional   hiding strings of characters so that   us should consult on these   Framework for Language
              Encoder Representation from   it learned the meaning of pairs and   projects.   Understanding.’ Preprint for
              Transformers) was the first AI to   groups of characters rather than   GLUE scores are now so high   AAAI-20 (Association for the
              pass this milestone.       individual ones.           that a new, tougher test is being   Advancement of Artificial
                Then last December, China’s   This turned out to greatly   used.  SuperGLUE  includes   Intelligence 2020 Conference,
              ERNIE (Enhanced Representa-  improve ERNIE’s ability to   complex open questions such as,   New York, USA).
              tion through kNowledge intEgra-  understand English, too – because   ‘How do jellyfish function without   https://arxiv.org/pdf/1907.
              tion) became the first to score over   pairs and groups of English words   a brain?’.   12412.pdf
              90, topping its US competitors.   also carry meaning that you
              ERNIE, from Chinese Google-  cannot infer from the individual
              type giant, Baidu, built on BERT’s   words alone, such as, ‘Harry
              improvements – but with a twist.   Potter’ and common idioms such


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              editorial@elgazette.com                                                                               11
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