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        How deep is your language?






        By Gillian Ragsdale        while their brain activity was
                                   recorded via electrocorticography
        Computers using deep language   (ECoG). ECoG is a more sensitive
        models (DLMs) help us understand   variation on the more familiar
        how the brain processes language,   EEG (electroencephalography). In
        according to a new study by an   EEG, electrodes are placed on the
        international team of researchers   scalp, but in ECoG they are placed
        from American, German and   on the actual surface of the brain.
        Israeli universities.      The nine volunteers were having
          Traditionally,  psycholinguistic  ECoG monitoring for other clinical
        research has modelled language   reasons and 1,339 electrodes were
        in terms of how items such as   implanted on each brain to record
        nouns or verbs follow rules.   activity while listening to part
        DLMs   come   at  language  of the story ‘So a Monkey and a   2. Both human brains and GPT-2   does not. DLMs cannot ‘generate
        modelling very differently, with no   Horse Walk Into a Bar: Act One,   produced a ‘surprise’ response, a   new meaningful ideas by integrating
        ‘preconceptions’ of any kind – not   Monkey in the Middle’.  kind of error signal in response   prior knowledge’. But the human
        even that there are in fact parts of   A DLM (GPT-2) also ‘listened’   to the actual next word.   brain can – and further research
        speech or syntax.          to the same story and its processing   3. The meaning of words were   could analyse how it does that using
          When DLMs are exposed to   was monitored.            constantly  evaluated  with  abilities such as the spontaneous
        language they learn by constantly   Three main  processes were   reference to preceding words:   predictive text and feedback
        predicting the next  word and   shown to be similar in the human   altering one word at the start of   demonstrated in this study.
        using feedback from the degree   brain and DLM:        the story altered the following
        of ‘surprise’ to inform future                         neural activity for all subsequent   REFERENCE
        predictions. It has  long  been   1. The recorded brain activity   sentences.   n Goldstein, A, Zada, Z, Buchnik, E.
        theorised that human brains do   clearly indicated that listeners               et al (2022). ‘Shared computational
        something similar, but it has been   were constantly predicting the   To the extent that a DLM can   principles for language processing in
        fiendishly difficult to measure such   next word in the story, hundreds   mimic these brain processes to   humans and deep language models’,
        specific, rapid activities in the brain.  of milliseconds before the next   produce apparently meaningful   Nature Neuroscience 25:  369-380,
          In this study, nine participants   word and clearly separate to   sentences in context, does this   https://doi.org/10.1038/s41593-
        listened to a 30-minute podcast   processing the actual next word.   constitute ‘thinking’? At present it   022-01026-4 OPEN ACCESS.

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        editorial@elgazette.com                                                                                 9
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