{"id":137,"date":"2024-06-01T19:35:20","date_gmt":"2024-06-01T17:35:20","guid":{"rendered":"https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/?p=137"},"modified":"2024-06-01T19:35:39","modified_gmt":"2024-06-01T17:35:39","slug":"initial-experiences-in-annotating-multilingual-text-in-ocean-vuongs-on-earth-were-briefly-gorgeous","status":"publish","type":"post","link":"https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/2024\/06\/01\/initial-experiences-in-annotating-multilingual-text-in-ocean-vuongs-on-earth-were-briefly-gorgeous\/","title":{"rendered":"Initial experiences in annotating multilingual text in Ocean Vuong&#8217;s &#8222;On Earth We&#8217;re Briefly Gorgeous&#8220;"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">I have always been fascinated by how literature and language studies have been influenced by digital fields such as coding and AI, so working on this project and studying the interdependencies between digital humanities and comparative studies has been a great learning experience. Having said that, it should be noted that I am not very tech-savvy, so the annotation assignment using Google Colab and Python initially seemed a little daunting. After using it together in class though, it became easier to work with the software and my initial confusion was cleared. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The text I&#8217;m working on is Ocean Vuong&#8217;s <em>On Earth We&#8217;re Briefly Gorgeous <\/em>and it is a majorly English text with a few Vietnamese words and phrases. As a novel, it challenges the conventional idea of a mother tongue as a source of identity and stability.\u00a0Through the protagonist, a Vietnamese American speaker who translates between English and Vietnamese, Vuong portrays the mother tongue as something that is constantly changing and disconnected from its origins, like an orphan. Multilinguality then, in the context of the novel becomes more of a multi-culture discourse where the experiences of Vietnamese people in America do not get translated. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Finding samples for annotation and analysis in such a text was a bit of a task because there were comparatively fewer multilingual passages. Nevertheless, the passages I did work with give a fairly comprehensive idea of how the software is heavily Anglo-centric and fails to correctly annotate non-English languages. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">One of the sentences I used for analysis was:<strong> \u201c\u0110\u1eb9p qu\u00e1!\u201d you once exclaimed, pointing to the hummingbird whirring over the creamy orchid in the neighbor\u2019s yard.\u00a0<\/strong>Vuong gives us a translation of the Vietnamese phrase in the next sentence of the novel: &#8222;It&#8217;s beautiful&#8220;. SpaCy recognises the words as PROPN and verb, but as is clear from the translation in the source text, neither of the words is a proper noun or a verb and could roughly be classified as adjective and pronoun if we are to categorise based on POS. \u201cCreamy\u201d, used to describe the orchid is also recognised as a noun and not an adjective by the software.\u00a0Not being a student with a linguistics background, I have had difficulties understanding the dependency encoding part of the programme and then applying it to check whether it has been run correctly or not. But, as far as I have comprehended, dependency relation indexing for English words and POS is accurate while Vietnamese words are wrongly indexed (I suspect based on the already incorrect POS tags).\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">I also wanted to try to work with a sentence where Viternamese was not used as direct speech to see if the software recognises them differently: <strong>You wanted to buy oxtail, to make b\u00fan b\u00f2 hu\u1ebf for the cold winter week ahead of us.<\/strong> The novel doesn\u2019t have an exact translation but contextually it is evident in context that it is a dish made of beef. A little bit of independent research revealed that b\u00fan b\u00f2 hu\u1ebf is a dish made of rice noodles and beef slices. The software almost correctly recognises \u201cb\u00fan\u201d and \u201chu\u1ebf\u201d as nouns, but \u201cb\u00f2\u201d  is wrongly found to be a verb. Expecting a program to recognise the cultural intricacies of a word might be expecting too much of it, but even in the instance that it did recognise it correctly, I am inclined to believe that it was merely a fluke.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u201dT\u00ean t\u00f4i l\u00e0 Lan.\u201d My name is Lan.<\/strong> was another sentence that I tried to annotate, and because I was having fun with the software by now, I also wanted to try annotating them as two different sentences as well\u2014just the Vietnamese and then just the English translation. The results were extremely interesting and although I cannot fully explain why they varied (again, maybe a linguistics background would&#8217;ve helped) it goes to show that the spaCy software needs to be made more inclusive of languages that are not eruo\/anglo-centric. <\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"456\" height=\"421\" data-id=\"141\" src=\"https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/files\/2024\/06\/Screenshot-2024-06-01-at-6.17.06-PM-1.png\" alt=\"\" class=\"wp-image-141\" srcset=\"https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/files\/2024\/06\/Screenshot-2024-06-01-at-6.17.06-PM-1.png 456w, https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/files\/2024\/06\/Screenshot-2024-06-01-at-6.17.06-PM-1-300x277.png 300w\" sizes=\"auto, (max-width: 456px) 100vw, 456px\" \/><\/figure>\n<\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"440\" height=\"259\" src=\"https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/files\/2024\/06\/Screenshot-2024-06-01-at-6.16.10-PM-1.png\" alt=\"\" class=\"wp-image-140\" style=\"width:384px;height:auto\" srcset=\"https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/files\/2024\/06\/Screenshot-2024-06-01-at-6.16.10-PM-1.png 440w, https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/files\/2024\/06\/Screenshot-2024-06-01-at-6.16.10-PM-1-300x177.png 300w\" sizes=\"auto, (max-width: 440px) 100vw, 440px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The Vietnamese name is recognised as PROPN correctly, maybe based on the capitalisation. But, the POS and thence the dependency indexing is incorrect for the Vietnamese.\u00a0 As seen in the above images, Python\u2019a consistency in indexing and classifying varies for the same sentence when it is paired with English words and when it isn\u2019t.\u00a0The deprel variation for Lan in the Vietnamese and English sentences is different as well (npadvmod and attr). <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This only goes to show that almost all softwares and translating codes are written in English-speaking countries and for the English-dominant market, and anglo-centrism poses barriers in literary studies when it comes to studying multilingual texts and their correct and factual translation. \u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"<p>I have always been fascinated by how literature and language studies have been influenced by digital fields such as coding and AI, so working on this project and studying the interdependencies between digital humanities and comparative studies has been a &hellip; <a href=\"https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/2024\/06\/01\/initial-experiences-in-annotating-multilingual-text-in-ocean-vuongs-on-earth-were-briefly-gorgeous\/\">Weiterlesen <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":395,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1,2,4,3],"tags":[25,26,22,21,5,28],"class_list":["post-137","post","type-post","status-publish","format-standard","hentry","category-allgemein","category-blog-posts","category-student-entries","category-writing-across-languages","tag-annotating","tag-annotation","tag-digital-humanities","tag-literary-translation","tag-multilingualism","tag-pos-tagging"],"_links":{"self":[{"href":"https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/wp-json\/wp\/v2\/posts\/137","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/wp-json\/wp\/v2\/users\/395"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/wp-json\/wp\/v2\/comments?post=137"}],"version-history":[{"count":1,"href":"https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/wp-json\/wp\/v2\/posts\/137\/revisions"}],"predecessor-version":[{"id":142,"href":"https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/wp-json\/wp\/v2\/posts\/137\/revisions\/142"}],"wp:attachment":[{"href":"https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/wp-json\/wp\/v2\/media?parent=137"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/wp-json\/wp\/v2\/categories?post=137"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.phil.hhu.de\/writingacrosslanguages\/wp-json\/wp\/v2\/tags?post=137"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}