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  • Digital Humanities and Cultural Heritage
  • 2018-2022
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  • Digital Humanities and Cultural Heritage

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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Hrólfsdóttir, Þórey;
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Publikationer från U...arrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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  • image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    Authors: Sanja Franković;

    The topic of the long narrative poem Jamerika – trip by Masa Kolanovic is a family trip to America, a place previously known to the main female character only through popular Western culture. The first word of the title is the Dalmatian dialectal name for America, where the character's ancestors went in their search for a better life. The second word is the English word for travel, which also stands for a hallucination that is confirmed by the atmosphere of the long poem. The travel in this book primarily takes place in the sphere of language, which is actualised on several levels: in the interaction of Croatian and English language (and Central European culture and the culture of the West at the same time) ; in the citation of Croatian literary heritage and the texts of Croatian and American popular music ; in Marx's citation mystification, which reminds of Croatia's socialist past and in the ironized relocation of socialist slogans in the context of the travel around America. Along with the linguistic medium, the art medium is also explicitly expressed on every page of the book. Citation procedures and art collages confirm that the other culture is not only what is discovered on travels, but one's own culture is also viewed in a new context. The end brings the judgment on America. In the apocalyptic tone, which ironizes biblical commonplaces, it is presented as a country burdened by consumerism and fear of terrorism, which is why the main character equates the delusion of American dream with that of socialism. The initial position of infantile narrator outgrows into a critical deconstruction of the myth of America as the promised land.

    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Croatian Scientific ...arrow_drop_down
    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    Studies in Travel Writing
    Article . 2019 . Peer-reviewed
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      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Croatian Scientific ...arrow_drop_down
      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
      Studies in Travel Writing
      Article . 2019 . Peer-reviewed
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Andreas Nordberg;
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    https://doi.org/10.16993/bay.l...
    Part of book or chapter of book . 2019 . Peer-reviewed
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  • Authors: One-Soon Her; Marc Tang; Bing-Tsiong Li;

    AbstractIn a numeral classifier language, a sortal classifier (C) or a mensural classifier (M) is needed when a noun is quantified by a numeral (Num). Num and C/M are adjacent cross-linguistically, either in a [Num C/M] order or [C/M Num]. Likewise, in a complex numeral with a multiplicative composition, thebasemay follow the multiplier as in [n×base], e.g.,san-bai‘three hundred’ in Mandarin. However, the base may also precede the multiplier in some languages, thus [base×n]. Interestingly, base and C/M seem to harmonize in word order, i.e., [n×base] numerals appear with a [Num C/M] alignment, and [base×n] numerals, with [C/M Num]. This paper follows up on the explanation of the base-C/M harmonization based on the multiplicative theory of classifiers and verifies it empirically within six language groups in the world’s foremost hotbed of classifier languages: Sinitic, Miao-Yao, Austro-Asiatic, Tai-Kadai, Tibeto-Burman, and Indo-Aryan. Our survey further reveals two interesting facts: base-initial ([base×n]) and C/M-initial ([C/M Num]) orders exist only in Tibeto-Burman (TB) within our dataset. Moreover, the few scarce violations to the base-C/M harmonization are also all in TB and are mostly languages having maintained their original base-initial numerals but borrowed from their base-final and C/M-final neighbors. We thus offer an explanation based on Proto-TB’s base-initial numerals and language contact with neighboring base-final, C/M-final languages.

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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Ait Lahmouch, Nadir;

    Uppgifter för behandling av naturliga språk (NLP) har under de senaste åren visat sig vara särskilt effektiva när man använder förtränade språkmodeller som BERT. Det enorma kravet på datorresurser som krävs för att träna sådana modeller gör det dock svårt att använda dem i verkligheten. För att lösa detta problem har komprimeringsmetoder utvecklats. I det här projektet studeras, genomförs och testas några av dessa metoder för komprimering av neurala nätverk för textbearbetning. I vårt fall var den mest effektiva metoden Knowledge Distillation, som består i att överföra kunskap från ett stort neuralt nätverk, som kallas läraren, till ett litet neuralt nätverk, som kallas eleven. Det finns flera varianter av detta tillvägagångssätt, som skiljer sig åt i komplexitet. Vi kommer att titta på två av dem i det här projektet. Den första gör det möjligt att överföra kunskap mellan ett neuralt nätverk och en mindre dubbelriktad LSTM, genom att endast använda resultatet från den större modellen. Och en andra, mer komplex metod som uppmuntrar elevmodellen att också lära sig av lärarmodellens mellanliggande lager för att utvinna kunskap. Det slutliga målet med detta projekt är att ge företagets datavetare färdiga komprimeringsmetoder för framtida projekt som kräver användning av djupa neurala nätverk för NLP. Natural language processing (NLP) tasks have proven to be particularly effective when using pre-trained language models such as BERT. However, the enormous demand on computational resources required to train such models makes their use in the real world difficult. To overcome this problem, compression methods have emerged in recent years. In this project, some of these neural network compression approaches for text processing are studied, implemented and tested. In our case, the most efficient method was Knowledge Distillation, which consists in transmitting knowledge from a large neural network, called teacher, to a small neural network, called student. There are several variants of this approach, which differ in their complexity. We will see two of them in this project, the first one which allows a knowledge transfer between any neural network and another smaller bidirectional LSTM, using only the output of the larger model. And a second, more complex approach that encourages the student model to also learn from the intermediate layers of the teacher model for incremental knowledge extraction. The ultimate goal of this project is to provide the company’s data scientists with ready-to-use compression methods for their future projects requiring the use of deep neural networks for NLP. 

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    Authors: Lindskog, Åsa;

    This essay examines the disability movement in Värmland from 1956 to 1962, through a case study of the association RBU Värmland. Focusing on the starting point of the association, it explores whether their initial purpose and ambitions were fulfilled. RBU Värmland's main purpose was to promote the improved care and treatment of children with Cerebral Palsy, as well as to provide information and support to their parents. The association meant to work with these particular issues because of the disadvantages that these children and their families faced in the society of this time. For example, the healthcare in Sweden did not have the resources to provide satisfactory treatment for the children, and parents had to struggle to take care of them. During the association’s first ten years, it succeeded in improving both these aspects of the lives of children with Cerebral Palsy and their families. They carried out treatment periods where these children received much needed care, while their parents acquired knowledge and support through courses, amongst other things. In the essay, the interpretation of these actions draws on both Michel Foucault's perspective on power, as well as feminist theory. In light of Foucault’s ideas, the association is interpreted as a tool of power, where everyone involved were exercising power on various occasions. Sometimes the motif was to help the children in different ways, and sometimes the purpose was a different one, but either way power was exercised and redistributed. Denna uppsats undersöker handikapprörelsen i Värmland från 1952 till 1962, genom en fallstudie av föreningen RBU Värmland. I fokus ligger föreningens startpunkt, och om deras initiala syfte och ambitioner blev uppfyllda. RBU Värmland hade som sitt huvudsakliga syfte att verka för CP-skadade barns förbättrade vård och behandling, samt att stötta och ge upplysning till deras föräldrar. Föreningen menade att arbeta för just dessa frågor eftersom de var eftersatta i den tidens samhälle, då vården saknade resurser för att bereda en tillfredsställande vård för barnen, samtidigt som föräldrarna fick slita mycket hårt för sina barns omsorg. Föreningen lyckades under sina första tio år att förbättra båda dessa aspekter av de CP-skadade barnens samt deras anhörigas liv, då de bland annat genomförde behandlingsperioder där barnen fick välbehövlig vård, samtidigt som föräldrarna fick hjälp genom kurser, ekonomiskt stöd och dylikt. Dessa gärningar tolkas i uppsatsen både utifrån Michel Foucaults maktperspektiv, samt feministiska teoribildningar. I ljus av Foucaults idéer tolkas föreningen som ett maktredskap, där samtliga aktörer vid olika tillfällen utövade makt. Ibland var motivet att på olika sätt hjälpa de CP-skadade barnen, och ibland var motivet något annat, men oavsett utövades och omfördelades makt. 

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Publikationer från K...arrow_drop_down
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    Authors: Hristov, Kristian; Linderholm, Johan; Eriksson, Samuel; Hristova, Ivanka;
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    Authors: Adedamola Adetiba; Enocent Msindo;

    Summary This article examines the role of African chiefs in the administration of colonial medicine in rural south-western Nigeria, emphasising the adaptive ways they navigated a difficult position between colonial medical authorities and indigenous medical legitimacy. Whereas colonial authorities expected chiefs to enforce medical policies and to encourage their subjects to use medical facilities, Africans wanted chiefs to defend and promote Yoruba medical and religious practices that colonial authorities and missionaries usually undermined. By supporting established African healing systems, chiefs stood to gain political mileage and favour with traditional healers. Furthermore, we argue that although African chiefs cooperated with the government in implementing health policies, they had a difficult relationship with sanitary inspectors who enforced sanitary regulations in ways that bred resentment. In the 1940s, Yoruba chiefs advocated for more rural health services, perhaps to pacify the rising nationalist movement that would have made them irrelevant had they not cooperated.

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    Social History of Medicine
    Article . 2022 . Peer-reviewed
    License: CC BY NC ND
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    Social History of Medicine
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      Social History of Medicine
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Andrej Kotljarchuk;

    AbstractThousands of Roma were killed in Ukraine by the Nazis and auxiliary police on the spot. There are more than 50,000 Roma in today’s Ukraine, represented by second and third generation decendants of the genocide survivors. The discussion on Roma identity cannot be isolated from the memory of the genocide, which makes the struggle over the past a reflexive landmark that mobilizes the Roma movement. About twenty Roma genocide memorials have been erected in Ukraine during last decade, and in 2016 the national memorial of the Roma genocide was opened in Babi Yar. However, scholars do not have a clear picture of memory narratives and memory practices of the Roma genocide in Ukraine. A comprehensive analysis of the contemporary situation is not possible without an examination of the history and memory of the Roma genocide before 1991.

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    Nationalities Papers
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    Nationalities Papers
    Article . 2021 . Peer-reviewed
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      Nationalities Papers
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      Nationalities Papers
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Sofi Qvarnström;
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9,099 Research products
  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Hrólfsdóttir, Þórey;
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Publikationer från U...arrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
  • image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    Authors: Sanja Franković;

    The topic of the long narrative poem Jamerika – trip by Masa Kolanovic is a family trip to America, a place previously known to the main female character only through popular Western culture. The first word of the title is the Dalmatian dialectal name for America, where the character's ancestors went in their search for a better life. The second word is the English word for travel, which also stands for a hallucination that is confirmed by the atmosphere of the long poem. The travel in this book primarily takes place in the sphere of language, which is actualised on several levels: in the interaction of Croatian and English language (and Central European culture and the culture of the West at the same time) ; in the citation of Croatian literary heritage and the texts of Croatian and American popular music ; in Marx's citation mystification, which reminds of Croatia's socialist past and in the ironized relocation of socialist slogans in the context of the travel around America. Along with the linguistic medium, the art medium is also explicitly expressed on every page of the book. Citation procedures and art collages confirm that the other culture is not only what is discovered on travels, but one's own culture is also viewed in a new context. The end brings the judgment on America. In the apocalyptic tone, which ironizes biblical commonplaces, it is presented as a country burdened by consumerism and fear of terrorism, which is why the main character equates the delusion of American dream with that of socialism. The initial position of infantile narrator outgrows into a critical deconstruction of the myth of America as the promised land.

    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Croatian Scientific ...arrow_drop_down
    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    Studies in Travel Writing
    Article . 2019 . Peer-reviewed
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      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Croatian Scientific ...arrow_drop_down
      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
      Studies in Travel Writing
      Article . 2019 . Peer-reviewed
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Andreas Nordberg;
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    https://www.stockholmuniversit...
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    https://doi.org/10.16993/bay.l...
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  • Authors: One-Soon Her; Marc Tang; Bing-Tsiong Li;

    AbstractIn a numeral classifier language, a sortal classifier (C) or a mensural classifier (M) is needed when a noun is quantified by a numeral (Num). Num and C/M are adjacent cross-linguistically, either in a [Num C/M] order or [C/M Num]. Likewise, in a complex numeral with a multiplicative composition, thebasemay follow the multiplier as in [n×base], e.g.,san-bai‘three hundred’ in Mandarin. However, the base may also precede the multiplier in some languages, thus [base×n]. Interestingly, base and C/M seem to harmonize in word order, i.e., [n×base] numerals appear with a [Num C/M] alignment, and [base×n] numerals, with [C/M Num]. This paper follows up on the explanation of the base-C/M harmonization based on the multiplicative theory of classifiers and verifies it empirically within six language groups in the world’s foremost hotbed of classifier languages: Sinitic, Miao-Yao, Austro-Asiatic, Tai-Kadai, Tibeto-Burman, and Indo-Aryan. Our survey further reveals two interesting facts: base-initial ([base×n]) and C/M-initial ([C/M Num]) orders exist only in Tibeto-Burman (TB) within our dataset. Moreover, the few scarce violations to the base-C/M harmonization are also all in TB and are mostly languages having maintained their original base-initial numerals but borrowed from their base-final and C/M-final neighbors. We thus offer an explanation based on Proto-TB’s base-initial numerals and language contact with neighboring base-final, C/M-final languages.

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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Ait Lahmouch, Nadir;

    Uppgifter för behandling av naturliga språk (NLP) har under de senaste åren visat sig vara särskilt effektiva när man använder förtränade språkmodeller som BERT. Det enorma kravet på datorresurser som krävs för att träna sådana modeller gör det dock svårt att använda dem i verkligheten. För att lösa detta problem har komprimeringsmetoder utvecklats. I det här projektet studeras, genomförs och testas några av dessa metoder för komprimering av neurala nätverk för textbearbetning. I vårt fall var den mest effektiva metoden Knowledge Distillation, som består i att överföra kunskap från ett stort neuralt nätverk, som kallas läraren, till ett litet neuralt nätverk, som kallas eleven. Det finns flera varianter av detta tillvägagångssätt, som skiljer sig åt i komplexitet. Vi kommer att titta på två av dem i det här projektet. Den första gör det möjligt att överföra kunskap mellan ett neuralt nätverk och en mindre dubbelriktad LSTM, genom att endast använda resultatet från den större modellen. Och en andra, mer komplex metod som uppmuntrar elevmodellen att också lära sig av lärarmodellens mellanliggande lager för att utvinna kunskap. Det slutliga målet med detta projekt är att ge företagets datavetare färdiga komprimeringsmetoder för framtida projekt som kräver användning av djupa neurala nätverk för NLP. Natural language processing (NLP) tasks have proven to be particularly effective when using pre-trained language models such as BERT. However, the enormous demand on computational resources required to train such models makes their use in the real world difficult. To overcome this problem, compression methods have emerged in recent years. In this project, some of these neural network compression approaches for text processing are studied, implemented and tested. In our case, the most efficient method was Knowledge Distillation, which consists in transmitting knowledge from a large neural network, called teacher, to a small neural network, called student. There are several variants of this approach, which differ in their complexity. We will see two of them in this project, the first one which allows a knowledge transfer between any neural network and another smaller bidirectional LSTM, using only the output of the larger model. And a second, more complex approach that encourages the student model to also learn from the intermediate layers of the teacher model for incremental knowledge extraction. The ultimate goal of this project is to provide the company’s data scientists with ready-to-use compression methods for their future projects requiring the use of deep neural networks for NLP. 

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    Authors: Lindskog, Åsa;

    This essay examines the disability movement in Värmland from 1956 to 1962, through a case study of the association RBU Värmland. Focusing on the starting point of the association, it explores whether their initial purpose and ambitions were fulfilled. RBU Värmland's main purpose was to promote the improved care and treatment of children with Cerebral Palsy, as well as to provide information and support to their parents. The association meant to work with these particular issues because of the disadvantages that these children and their families faced in the society of this time. For example, the healthcare in Sweden did not have the resources to provide satisfactory treatment for the children, and parents had to struggle to take care of them. During the association’s first ten years, it succeeded in improving both these aspects of the lives of children with Cerebral Palsy and their families. They carried out treatment periods where these children received much needed care, while their parents acquired knowledge and support through courses, amongst other things. In the essay, the interpretation of these actions draws on both Michel Foucault's perspective on power, as well as feminist theory. In light of Foucault’s ideas, the association is interpreted as a tool of power, where everyone involved were exercising power on various occasions. Sometimes the motif was to help the children in different ways, and sometimes the purpose was a different one, but either way power was exercised and redistributed. Denna uppsats undersöker handikapprörelsen i Värmland från 1952 till 1962, genom en fallstudie av föreningen RBU Värmland. I fokus ligger föreningens startpunkt, och om deras initiala syfte och ambitioner blev uppfyllda. RBU Värmland hade som sitt huvudsakliga syfte att verka för CP-skadade barns förbättrade vård och behandling, samt att stötta och ge upplysning till deras föräldrar. Föreningen menade att arbeta för just dessa frågor eftersom de var eftersatta i den tidens samhälle, då vården saknade resurser för att bereda en tillfredsställande vård för barnen, samtidigt som föräldrarna fick slita mycket hårt för sina barns omsorg. Föreningen lyckades under sina första tio år att förbättra båda dessa aspekter av de CP-skadade barnens samt deras anhörigas liv, då de bland annat genomförde behandlingsperioder där barnen fick välbehövlig vård, samtidigt som föräldrarna fick hjälp genom kurser, ekonomiskt stöd och dylikt. Dessa gärningar tolkas i uppsatsen både utifrån Michel Foucaults maktperspektiv, samt feministiska teoribildningar. I ljus av Foucaults idéer tolkas föreningen som ett maktredskap, där samtliga aktörer vid olika tillfällen utövade makt. Ibland var motivet att på olika sätt hjälpa de CP-skadade barnen, och ibland var motivet något annat, men oavsett utövades och omfördelades makt. 

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