Hateful meme is a multimodal medium that combines images and texts.The potential hate content of hateful memes has caused serious problems for social media security.The current hateful memes classification task faces ...Hateful meme is a multimodal medium that combines images and texts.The potential hate content of hateful memes has caused serious problems for social media security.The current hateful memes classification task faces significant data scarcity challenges,and direct fine-tuning of large-scale pre-trained models often leads to severe overfitting issues.In addition,it is a challenge to understand the underlying relationship between text and images in the hateful memes.To address these issues,we propose a multimodal hateful memes classification model named LABF,which is based on low-rank adapter layers and bidirectional gated feature fusion.Firstly,low-rank adapter layers are adopted to learn the feature representation of the new dataset.This is achieved by introducing a small number of additional parameters while retaining prior knowledge of the CLIP model,which effectively alleviates the overfitting phenomenon.Secondly,a bidirectional gated feature fusion mechanism is designed to dynamically adjust the interaction weights of text and image features to achieve finer cross-modal fusion.Experimental results show that the method significantly outperforms existing methods on two public datasets,verifying its effectiveness and robustness.展开更多
Based on the memetics and through a large number of examples, this paper expounds several effective methods to create strong brand name memes. It's hoped that this paper will offer brand name designers some useful...Based on the memetics and through a large number of examples, this paper expounds several effective methods to create strong brand name memes. It's hoped that this paper will offer brand name designers some useful advice on how to create successful brand name memes.展开更多
After a famous Finland scholar Chesterman introducing memes of translation in his work, memes of translation,and a well-known Chinese Professor He Ziran bringing it into Chinese academic fields, it has successfully ar...After a famous Finland scholar Chesterman introducing memes of translation in his work, memes of translation,and a well-known Chinese Professor He Ziran bringing it into Chinese academic fields, it has successfully arousedmany Chinese scholars’ attention, which is sensational and popular in related researchs. This paper is to introducethe propagation, application and variation of memes of translation in Chinese academic circles, which shows thecharm and popularity of memes of translation naturally.展开更多
Popperian memes,which are as follows:P1→TT→EE→P2,have successfully accepted by us scholars and researchers,and then widely used in translation works in different fields especially in Chinese literary,such as in cha...Popperian memes,which are as follows:P1→TT→EE→P2,have successfully accepted by us scholars and researchers,and then widely used in translation works in different fields especially in Chinese literary,such as in charming poems.This paper is to introduce Popperian memes and their application in some of Tao Yuan-ming’s poems,who is a great poet in Chinese academics and also famous in worldwide range.展开更多
The use of directives in communicating the nature of the pandemic and reference to social experiences were promoted using images on social media platforms.The images or memes are used to create awareness and reinforce...The use of directives in communicating the nature of the pandemic and reference to social experiences were promoted using images on social media platforms.The images or memes are used to create awareness and reinforce the criteria for safety during the pandemic.Previous studies on internet memes have concentrated on humor generation,speaker-hearer shared knowledge,neologism,and multimodality among others,with insufficient attention paid to the use of directives and references in such coronavirus-motivated memes.This paper,therefore,examines how directives and references are employed in conveying expected social responsibilities through coronavirus-motivated internet memes in Nigeria and other socio-cultural contexts.For data,one hundred coronavirus-motivated memes were purposively selected from Facebook,and eight representative memes were subjected to pragmatic analysis using aspects of Jacob Mey’s(2001.Pragmatics:An introduction,2nd edn.USA:Blackwell Publishing)pragmatic acts theory to unearth insights from them.The paper observes that the various spheres of life that are relatable to an online audience help to express what the pandemic is about and enhance the meaning of the pandemic with the context of the use of the memes,giving clearer perspectives on the pandemic.Directives and references are useful tools for conveying social responsibilities to online audience.展开更多
It is of great necessity to observe Lu Xun from the human-geographical or cultural geographical perspective.Even the couple of corresponding case studies are able to reveal the whole picture.The“memes”of Lu Xun exis...It is of great necessity to observe Lu Xun from the human-geographical or cultural geographical perspective.Even the couple of corresponding case studies are able to reveal the whole picture.The“memes”of Lu Xun existed in the tie of Lu Xun with Shaanxi province,in the existential and imaginary relationships between him and the two cities of“An”(Xi’an and Yan’an),in Lu Xun studies conducted by Shaanxi’s academic community,and in a variety of cultural events and phenomena such as Shaanxi writers,publications,as well as conferences and calligraphy activities in Shaanxi,are hinting from the indirect aspects at the profound impacts of Lu Xun over the modern and contemporary culture in China.The transmission,reception and transformation of Lu Xun in Shaanxi during various historical stages also indicate the changes occurring to political ideology,aesthetic judgment,values and academic paradigms.To discuss Lu Xun’s“memes”in the regional culture of Shaanxi,which closely combines the region in the physical sense of cultural geography and Lu Xun study,is an important component of Lu Xun studies,as well as an effective path to delve into the research on the ties of Lu Xun with China,or even with the world,for the further attempt to comprehensively understand the significance and value of Lu Xun to the new culture in China,as well as to the modern and contemporary culture.展开更多
This paper explicates the linguistic and non-linguistic aspects of ideological representation in selected Nigerian political campaign advertisement memes on Instagram. Four memes pertaining to each of Muhammadu Buhari...This paper explicates the linguistic and non-linguistic aspects of ideological representation in selected Nigerian political campaign advertisement memes on Instagram. Four memes pertaining to each of Muhammadu Buhari and Atiku Abubakar’s presidential campaigns on Instagram were selected and analysed using a combination of Kress and van Leeuwen’s(2006) Social Semiotics and van Dijk’s(1998) Critical Discourse Analysis. Key ideological stances of positive self-presentation and negative otherpresentation were discovered in the memes and the aspirants largely deployed both stances. However, while aspirant Muhammadu Buhari maintained the positive selfpresentation strategy for continuity of government, aspirant Atiku Abubakar concentrated more on the negative other-presentation in order to undermine the incumbent candidate/party. All these were achieved with the reinforcement of social semiotic resources such as the meta-functions: facial and body gestures/expressions, and bright colours.展开更多
This paper explores the concept of crisis from a critical and interdisciplinary perspective,arguing that many contemporary crises-such as the coronavirus crisis and the climate crisis-are socially constructed and misu...This paper explores the concept of crisis from a critical and interdisciplinary perspective,arguing that many contemporary crises-such as the coronavirus crisis and the climate crisis-are socially constructed and misunderstood.Drawing from Thomas Kuhn’s paradigm shift theory,Nassim Nicholas Taleb’s Black Swan concept,and complexity science,it contends that crises are a normal part of systemic evolution rather than extraordinary disruptions.The paper critiques the shift in agency from individuals to macro-level institutions,which has led to crises being perceived as indefinite rather than finite.The work also examines how crises are often framed through memetics rather than physical reality.By analyzing historical and contemporary crises,the paper illustrates how crisis narratives shape societal behavior and policy.The role of antifragility,memetic warfare,and evolutionary stable strategies(ESS)is discussed,demonstrating how resilience emerges through localized,rather than globalized,responses.The study concludes by advocating for a shift away from progressivist macro-level interventions and toward individual agency as the fundamental unit of societal adaptation.This perspective reframes crises as necessary transitions within evolutionary progress,arguing that societal sustainability depends on decentralization and adaptation rather than centralized control and panic-driven reactions.展开更多
With the rapid growth of the Internet and social media, information is widely disseminated in multimodal forms, such as text and images, where discriminatory content can manifest in various ways. Discrimination detect...With the rapid growth of the Internet and social media, information is widely disseminated in multimodal forms, such as text and images, where discriminatory content can manifest in various ways. Discrimination detection techniques for multilingual and multimodal data can identify potential discriminatory behavior and help foster a more equitable and inclusive cyberspace. However, existing methods often struggle in complex contexts and multilingual environments. To address these challenges, this paper proposes an innovative detection method, using image and multilingual text encoders to separately extract features from different modalities. It continuously updates a historical feature memory bank, aggregates the Top-K most similar samples, and utilizes a Gated Recurrent Unit (GRU) to integrate current and historical features, generating enhanced feature representations with stronger semantic expressiveness to improve the model’s ability to capture discriminatory signals. Experimental results demonstrate that the proposed method exhibits superior discriminative power and detection accuracy in multilingual and multimodal contexts, offering a reliable and effective solution for identifying discriminatory content.展开更多
基金supported by the Funding for Research on the Evolution of Cyberbullying Incidents and Intervention Strategies(24BSH033)Discipline Innovation and Talent Introduction Bases in Higher Education Institutions(B20087).
文摘Hateful meme is a multimodal medium that combines images and texts.The potential hate content of hateful memes has caused serious problems for social media security.The current hateful memes classification task faces significant data scarcity challenges,and direct fine-tuning of large-scale pre-trained models often leads to severe overfitting issues.In addition,it is a challenge to understand the underlying relationship between text and images in the hateful memes.To address these issues,we propose a multimodal hateful memes classification model named LABF,which is based on low-rank adapter layers and bidirectional gated feature fusion.Firstly,low-rank adapter layers are adopted to learn the feature representation of the new dataset.This is achieved by introducing a small number of additional parameters while retaining prior knowledge of the CLIP model,which effectively alleviates the overfitting phenomenon.Secondly,a bidirectional gated feature fusion mechanism is designed to dynamically adjust the interaction weights of text and image features to achieve finer cross-modal fusion.Experimental results show that the method significantly outperforms existing methods on two public datasets,verifying its effectiveness and robustness.
文摘Based on the memetics and through a large number of examples, this paper expounds several effective methods to create strong brand name memes. It's hoped that this paper will offer brand name designers some useful advice on how to create successful brand name memes.
文摘After a famous Finland scholar Chesterman introducing memes of translation in his work, memes of translation,and a well-known Chinese Professor He Ziran bringing it into Chinese academic fields, it has successfully arousedmany Chinese scholars’ attention, which is sensational and popular in related researchs. This paper is to introducethe propagation, application and variation of memes of translation in Chinese academic circles, which shows thecharm and popularity of memes of translation naturally.
文摘Popperian memes,which are as follows:P1→TT→EE→P2,have successfully accepted by us scholars and researchers,and then widely used in translation works in different fields especially in Chinese literary,such as in charming poems.This paper is to introduce Popperian memes and their application in some of Tao Yuan-ming’s poems,who is a great poet in Chinese academics and also famous in worldwide range.
文摘The use of directives in communicating the nature of the pandemic and reference to social experiences were promoted using images on social media platforms.The images or memes are used to create awareness and reinforce the criteria for safety during the pandemic.Previous studies on internet memes have concentrated on humor generation,speaker-hearer shared knowledge,neologism,and multimodality among others,with insufficient attention paid to the use of directives and references in such coronavirus-motivated memes.This paper,therefore,examines how directives and references are employed in conveying expected social responsibilities through coronavirus-motivated internet memes in Nigeria and other socio-cultural contexts.For data,one hundred coronavirus-motivated memes were purposively selected from Facebook,and eight representative memes were subjected to pragmatic analysis using aspects of Jacob Mey’s(2001.Pragmatics:An introduction,2nd edn.USA:Blackwell Publishing)pragmatic acts theory to unearth insights from them.The paper observes that the various spheres of life that are relatable to an online audience help to express what the pandemic is about and enhance the meaning of the pandemic with the context of the use of the memes,giving clearer perspectives on the pandemic.Directives and references are useful tools for conveying social responsibilities to online audience.
基金This study is the phased research result of a key project of Chinese National Social Science Foundation“Literature Collation and Research on Shaan-Gan-Ning Literature and Art(1934-1949)”(Project No.16ZDA187).
文摘It is of great necessity to observe Lu Xun from the human-geographical or cultural geographical perspective.Even the couple of corresponding case studies are able to reveal the whole picture.The“memes”of Lu Xun existed in the tie of Lu Xun with Shaanxi province,in the existential and imaginary relationships between him and the two cities of“An”(Xi’an and Yan’an),in Lu Xun studies conducted by Shaanxi’s academic community,and in a variety of cultural events and phenomena such as Shaanxi writers,publications,as well as conferences and calligraphy activities in Shaanxi,are hinting from the indirect aspects at the profound impacts of Lu Xun over the modern and contemporary culture in China.The transmission,reception and transformation of Lu Xun in Shaanxi during various historical stages also indicate the changes occurring to political ideology,aesthetic judgment,values and academic paradigms.To discuss Lu Xun’s“memes”in the regional culture of Shaanxi,which closely combines the region in the physical sense of cultural geography and Lu Xun study,is an important component of Lu Xun studies,as well as an effective path to delve into the research on the ties of Lu Xun with China,or even with the world,for the further attempt to comprehensively understand the significance and value of Lu Xun to the new culture in China,as well as to the modern and contemporary culture.
文摘This paper explicates the linguistic and non-linguistic aspects of ideological representation in selected Nigerian political campaign advertisement memes on Instagram. Four memes pertaining to each of Muhammadu Buhari and Atiku Abubakar’s presidential campaigns on Instagram were selected and analysed using a combination of Kress and van Leeuwen’s(2006) Social Semiotics and van Dijk’s(1998) Critical Discourse Analysis. Key ideological stances of positive self-presentation and negative otherpresentation were discovered in the memes and the aspirants largely deployed both stances. However, while aspirant Muhammadu Buhari maintained the positive selfpresentation strategy for continuity of government, aspirant Atiku Abubakar concentrated more on the negative other-presentation in order to undermine the incumbent candidate/party. All these were achieved with the reinforcement of social semiotic resources such as the meta-functions: facial and body gestures/expressions, and bright colours.
文摘This paper explores the concept of crisis from a critical and interdisciplinary perspective,arguing that many contemporary crises-such as the coronavirus crisis and the climate crisis-are socially constructed and misunderstood.Drawing from Thomas Kuhn’s paradigm shift theory,Nassim Nicholas Taleb’s Black Swan concept,and complexity science,it contends that crises are a normal part of systemic evolution rather than extraordinary disruptions.The paper critiques the shift in agency from individuals to macro-level institutions,which has led to crises being perceived as indefinite rather than finite.The work also examines how crises are often framed through memetics rather than physical reality.By analyzing historical and contemporary crises,the paper illustrates how crisis narratives shape societal behavior and policy.The role of antifragility,memetic warfare,and evolutionary stable strategies(ESS)is discussed,demonstrating how resilience emerges through localized,rather than globalized,responses.The study concludes by advocating for a shift away from progressivist macro-level interventions and toward individual agency as the fundamental unit of societal adaptation.This perspective reframes crises as necessary transitions within evolutionary progress,arguing that societal sustainability depends on decentralization and adaptation rather than centralized control and panic-driven reactions.
基金funded by the Open Foundation of Key Laboratory of Cyberspace Security,Ministry of Education[KLCS20240210].
文摘With the rapid growth of the Internet and social media, information is widely disseminated in multimodal forms, such as text and images, where discriminatory content can manifest in various ways. Discrimination detection techniques for multilingual and multimodal data can identify potential discriminatory behavior and help foster a more equitable and inclusive cyberspace. However, existing methods often struggle in complex contexts and multilingual environments. To address these challenges, this paper proposes an innovative detection method, using image and multilingual text encoders to separately extract features from different modalities. It continuously updates a historical feature memory bank, aggregates the Top-K most similar samples, and utilizes a Gated Recurrent Unit (GRU) to integrate current and historical features, generating enhanced feature representations with stronger semantic expressiveness to improve the model’s ability to capture discriminatory signals. Experimental results demonstrate that the proposed method exhibits superior discriminative power and detection accuracy in multilingual and multimodal contexts, offering a reliable and effective solution for identifying discriminatory content.
