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Dewi, Udiana Puspa
Vernacular infrastructuring: Rethinking linguistic agency of minority‐language speakers in multilingual digital environment Journal Article
In: Journal of Linguistic Anthropology, vol. 36, no. 1, pp. e70038, 2026, ISSN: 1055-1360, 1548-1395.
@article{dewi_vernacular_2026,
title = {Vernacular infrastructuring: Rethinking linguistic agency of minority‐language speakers in multilingual digital environment},
author = {Udiana Puspa Dewi},
url = {https://anthrosource.onlinelibrary.wiley.com/doi/10.1111/jola.70038},
doi = {10.1111/jola.70038},
issn = {1055-1360, 1548-1395},
year = {2026},
date = {2026-05-01},
urldate = {2026-01-14},
journal = {Journal of Linguistic Anthropology},
volume = {36},
number = {1},
pages = {e70038},
abstract = {Abstract
This article introduces the concept of vernacular infrastructuring to examine how speakers of minoritized languages navigate multilingual digital environments. Building on notion of vernacular creativity and extending insights from linguistic anthropology, I conceptualize infrastructuring as the everyday negotiation of institutional norms, platform logics, and user practices that structure linguistic visibility. Drawing on the case of
Nanti Kita Sambat tentang Hari Ini
(NKSTHI), a popular Instagram and X account that reimagines the Javanese speech genre
sambat
(“to complain”), I show how users creatively mobilize Javanese to perform cultural intimacy while tactically responding to algorithmic imaginaries. I argue that vernacular infrastructuring operates through three entangled layers: institutional infrastructures (historical hierarchies of language policy and media), perceived platform infrastructures (folk theories and algorithmic imaginaries), and user practices (stylization, code‐mixing, and affective design). Through this layered analysis, the paper demonstrates that vernacular practices are not merely expressive but infrastructurally strategic forms of discursive value work, referring to the speakers' reflexivity to assign and contest linguistic value. By foregrounding the agentive tactics of minoritized users, vernacular infrastructuring contributes to ongoing debates in linguistic anthropology on language, media, and infrastructure, showing how digital platforms actively participate in the revaluation of linguistic diversity.
,
Abstrak
Artikel menika ngenalaken teori “praktik infrastruktur vernakular” kagem mahami cara penutur basa minoritas menavigasi lingkungan digital multibahasa. Kanthi dasar gagasan bab kreativitas vernakular lan nambah kawruh saking linguistik antropologi, kula njabaraken konsep “infrastruktur” minangka negosiasi norma kelembagaan, logika platform, lan praktik panganggenan platform digital ingkang mbentuk visibilitas linguistik. Sangking kasus Nanti Kita Sambat Tentang Hari Ini (NKSTHI), akun instagram lan X babagan “sambat”, kula nedahi pangangge kaliyan mobilisasi kreatif basa jawi kangge nampilaken keintiman budaya merespon imajinasi algoritmik. Kula nggadahi pemanggih menawi infrastruktur vernakular kedah nglangkungi tigang lapisan kekait: infrastruktur kelembagaan (hierarki historis kebijakan basa lan media), infrastruktur platform ingkang dipersepsikan (teori rakyat lan imajinasi algoritmik), lan praktik pangangge basa (stilisasi, campur kode, lan desain afektif). Liwat analisis berlapis puniki, kula nunjukaken menawi praktik vernakular sanes naming ekspresif, ananging bentuk‐bentuk strategis infrastruktural saking nilai sosial ingkang gadhah sipat diskursif, ingkang ngrujuk ing refleksivitas penutur lebet netepaken lan memperdebatkan nilai sosial basa. Kanthi ngutamaaken taktik agensi pengguna basa minoritas, teori infrastruktur vernakular gadhahi kontribusi ing perdebatan teori lebeting bidang linguistik antropologi bab basa, media, lan infrastruktur, nedahaken kados pundi platform digital tumut gadhahi peran lebet revaluasi karagaman basa ing jagad digital.},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
This article introduces the concept of vernacular infrastructuring to examine how speakers of minoritized languages navigate multilingual digital environments. Building on notion of vernacular creativity and extending insights from linguistic anthropology, I conceptualize infrastructuring as the everyday negotiation of institutional norms, platform logics, and user practices that structure linguistic visibility. Drawing on the case of
Nanti Kita Sambat tentang Hari Ini
(NKSTHI), a popular Instagram and X account that reimagines the Javanese speech genre
sambat
(“to complain”), I show how users creatively mobilize Javanese to perform cultural intimacy while tactically responding to algorithmic imaginaries. I argue that vernacular infrastructuring operates through three entangled layers: institutional infrastructures (historical hierarchies of language policy and media), perceived platform infrastructures (folk theories and algorithmic imaginaries), and user practices (stylization, code‐mixing, and affective design). Through this layered analysis, the paper demonstrates that vernacular practices are not merely expressive but infrastructurally strategic forms of discursive value work, referring to the speakers' reflexivity to assign and contest linguistic value. By foregrounding the agentive tactics of minoritized users, vernacular infrastructuring contributes to ongoing debates in linguistic anthropology on language, media, and infrastructure, showing how digital platforms actively participate in the revaluation of linguistic diversity.
,
Abstrak
Artikel menika ngenalaken teori “praktik infrastruktur vernakular” kagem mahami cara penutur basa minoritas menavigasi lingkungan digital multibahasa. Kanthi dasar gagasan bab kreativitas vernakular lan nambah kawruh saking linguistik antropologi, kula njabaraken konsep “infrastruktur” minangka negosiasi norma kelembagaan, logika platform, lan praktik panganggenan platform digital ingkang mbentuk visibilitas linguistik. Sangking kasus Nanti Kita Sambat Tentang Hari Ini (NKSTHI), akun instagram lan X babagan “sambat”, kula nedahi pangangge kaliyan mobilisasi kreatif basa jawi kangge nampilaken keintiman budaya merespon imajinasi algoritmik. Kula nggadahi pemanggih menawi infrastruktur vernakular kedah nglangkungi tigang lapisan kekait: infrastruktur kelembagaan (hierarki historis kebijakan basa lan media), infrastruktur platform ingkang dipersepsikan (teori rakyat lan imajinasi algoritmik), lan praktik pangangge basa (stilisasi, campur kode, lan desain afektif). Liwat analisis berlapis puniki, kula nunjukaken menawi praktik vernakular sanes naming ekspresif, ananging bentuk‐bentuk strategis infrastruktural saking nilai sosial ingkang gadhah sipat diskursif, ingkang ngrujuk ing refleksivitas penutur lebet netepaken lan memperdebatkan nilai sosial basa. Kanthi ngutamaaken taktik agensi pengguna basa minoritas, teori infrastruktur vernakular gadhahi kontribusi ing perdebatan teori lebeting bidang linguistik antropologi bab basa, media, lan infrastruktur, nedahaken kados pundi platform digital tumut gadhahi peran lebet revaluasi karagaman basa ing jagad digital.
Coghlan, Simon; Parker, Christine
Beyond ‘Basic’ AI-Animal Alignment Journal Article
In: Philosophy & Technology, vol. 39, no. 1, pp. 21, 2026, ISSN: 2210-5433, 2210-5441.
@article{coghlan_beyond_2026,
title = {Beyond ‘Basic’ AI-Animal Alignment},
author = {Simon Coghlan and Christine Parker},
url = {https://link.springer.com/10.1007/s13347-026-01039-y},
doi = {10.1007/s13347-026-01039-y},
issn = {2210-5433, 2210-5441},
year = {2026},
date = {2026-03-01},
urldate = {2026-02-10},
journal = {Philosophy \& Technology},
volume = {39},
number = {1},
pages = {21},
abstract = {Abstract
In their article ‘AI Alignment: The Case for Including Animals’, Tse et al. compellingly argue for extending alignment endeavours beyond humans to also protect sentient animals. They call for AI alignment with a ‘basic’ level of animal welfare. Since ‘basic’ alignment carries minimal human cost, they argue, it can be widely accepted and is thus currently more strategically appropriate than is pursuing advanced or ideal alignment with animal welfare. This commentary paper argues that ‘basic’ AI alignment for animals is sometimes insufficient. It makes the case that going beyond basic AI-animal alignment is both feasible and morally required in a variety of circumstances.},
keywords = {},
pubstate = {published},
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}
In their article ‘AI Alignment: The Case for Including Animals’, Tse et al. compellingly argue for extending alignment endeavours beyond humans to also protect sentient animals. They call for AI alignment with a ‘basic’ level of animal welfare. Since ‘basic’ alignment carries minimal human cost, they argue, it can be widely accepted and is thus currently more strategically appropriate than is pursuing advanced or ideal alignment with animal welfare. This commentary paper argues that ‘basic’ AI alignment for animals is sometimes insufficient. It makes the case that going beyond basic AI-animal alignment is both feasible and morally required in a variety of circumstances.
Harms, Rebekah J.; Ankeny, Rachel A.; Carter, Lucy; Mankad, Aditi; Scully, Jackie Leach
Developers Are Central for Mitigation of AI Bias Journal Article
In: The American Journal of Bioethics, vol. 26, no. 2, pp. 112–114, 2026, ISSN: 1526-5161, 1536-0075.
@article{harms_developers_2026,
title = {Developers Are Central for Mitigation of AI Bias},
author = {Rebekah J. Harms and Rachel A. Ankeny and Lucy Carter and Aditi Mankad and Jackie Leach Scully},
url = {https://www.tandfonline.com/doi/full/10.1080/15265161.2025.2608629},
doi = {10.1080/15265161.2025.2608629},
issn = {1526-5161, 1536-0075},
year = {2026},
date = {2026-02-01},
urldate = {2026-02-22},
journal = {The American Journal of Bioethics},
volume = {26},
number = {2},
pages = {112\textendash114},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Graham, Timothy; Carlon, Dominique
On the Internet no-one knows you’re not a bot: ‘Botting’ on Reddit as participatory culture Journal Article
In: New Media & Society, pp. 14614448251409210, 2026, ISSN: 1461-4448, 1461-7315.
@article{graham_internet_2026,
title = {On the Internet no-one knows you’re not a bot: ‘Botting’ on Reddit as participatory culture},
author = {Timothy Graham and Dominique Carlon},
url = {https://journals.sagepub.com/doi/10.1177/14614448251409210},
doi = {10.1177/14614448251409210},
issn = {1461-4448, 1461-7315},
year = {2026},
date = {2026-02-01},
urldate = {2026-02-20},
journal = {New Media \& Society},
pages = {14614448251409210},
abstract = {Repetitive online communication is often labelled a ‘bot problem’ by platforms, policymakers and users. However, repetitive posting does not exclusively indicate automation; humans also engage in bot-like posting for various purposes. We adopt the term ‘botting’ to describe repetitive posting enacted through manual, semi-automated, or fully automated means. While emerging research has linked manual botting practices to commercial or fame-seeking motivations, we extend this scholarship by examining botting on Reddit \textendash a pseudonymous platform that lacks the affordances typically associated with monetisation or personal branding. Through a mixed-methods analysis, we examine a case study in which mass-scale, repetitive posting of the mushroom emoji emerged as ‘in-group’ behaviour within Reddit’s participatory culture, prompting a performative counterpublic response. Our findings challenge the binary between human and automated posting, and underscore the importance of situating research on AI-generated and automated content within the cultural and contextual frameworks that shape its production and reception.},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Dehghan, Ehsan; Carlon, Dominique; Kasianenko, Kateryna; Nagappa, Ashwin; Suresh, Vish Padinjaredath
The entangled dynamics leading to the sedimentation of polarisation on political Reddit Journal Article
In: Information, Communication & Society, pp. 1–24, 2026, ISSN: 1369-118X, 1468-4462.
@article{dehghan_entangled_2026,
title = {The entangled dynamics leading to the sedimentation of polarisation on political Reddit},
author = {Ehsan Dehghan and Dominique Carlon and Kateryna Kasianenko and Ashwin Nagappa and Vish Padinjaredath Suresh},
url = {https://www.tandfonline.com/doi/full/10.1080/1369118X.2026.2623523},
doi = {10.1080/1369118X.2026.2623523},
issn = {1369-118X, 1468-4462},
year = {2026},
date = {2026-02-01},
urldate = {2026-02-20},
journal = {Information, Communication \& Society},
pages = {1\textendash24},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Sparrow, Robert; Brown, James
Against Imaginary Friends: Why Digital Companions Are No Solution to Social Isolation Journal Article
In: Communications of the ACM, vol. 69, no. 2, pp. 60–68, 2026, ISSN: 0001-0782, 1557-7317.
@article{sparrow_against_2026,
title = {Against Imaginary Friends: Why Digital Companions Are No Solution to Social Isolation},
author = {Robert Sparrow and James Brown},
url = {https://dl.acm.org/doi/10.1145/3750037},
doi = {10.1145/3750037},
issn = {0001-0782, 1557-7317},
year = {2026},
date = {2026-02-01},
urldate = {2026-02-16},
journal = {Communications of the ACM},
volume = {69},
number = {2},
pages = {60\textendash68},
abstract = {For several decades, some people have suggested that loneliness and social isolation could be reduced by providing older persons with social robots. This project has, to date, failed: Social robots remain expensive, have limited functionality, and are unable to maintain the interest of users. However, a new technology, “digital companions,” looks more plausible. In this article, we extend the criticisms that have been made of social robots to digital companions and identify new dangers associated with the use of digital companions. It
is
possible that digital companions will allow people to feel less lonely. However, encouraging people to mistake imaginary friends for real friends is prima facie unethical. More importantly, encouraging people to have imaginary friends is no solution to social isolation. Proposals to use digital companions to combat loneliness and social isolation also underestimate the importance of touch, physical companionship, and mutual aid, when it comes to human well-being.
,
Relationships with "digital humans" might help people feel less lonely. But will this technology increase social isolation?},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
is
possible that digital companions will allow people to feel less lonely. However, encouraging people to mistake imaginary friends for real friends is prima facie unethical. More importantly, encouraging people to have imaginary friends is no solution to social isolation. Proposals to use digital companions to combat loneliness and social isolation also underestimate the importance of touch, physical companionship, and mutual aid, when it comes to human well-being.
,
Relationships with "digital humans" might help people feel less lonely. But will this technology increase social isolation?
Paula, Angel Felipe Magnossão De; Bensalem, Imene; Spina, Damiano; Rosso, Paolo
Mitigating the Negative Transfer in Multi‐Task Learning for Harmful Language Detection in Spanish and Arabic Journal Article
In: Expert Systems, vol. 43, no. 2, pp. e70182, 2026, ISSN: 0266-4720, 1468-0394.
@article{de_paula_mitigating_2026,
title = {Mitigating the Negative Transfer in Multi‐Task Learning for Harmful Language Detection in Spanish and Arabic},
author = {Angel Felipe Magnoss\~{a}o De Paula and Imene Bensalem and Damiano Spina and Paolo Rosso},
url = {https://onlinelibrary.wiley.com/doi/10.1111/exsy.70182},
doi = {10.1111/exsy.70182},
issn = {0266-4720, 1468-0394},
year = {2026},
date = {2026-02-01},
urldate = {2026-02-20},
journal = {Expert Systems},
volume = {43},
number = {2},
pages = {e70182},
abstract = {ABSTRACT
Negative transfer continues to limit the benefits of multi‐task learning (MTL) in harmful language detection, where related tasks must share representations without diluting task‐specific nuances. We introduce task awareness (TA), a methodological framework that explicitly conditions MTL models on the task they must solve. TA is instantiated through two complementary mechanisms: Task‐aware input (TAI), which augments textual inputs with natural‐language task descriptions, and task embedding (TE), which learns task‐specific transformations guided by a task identification vector. Together they enable the encoder to disentangle shared and task‐dependent signals, reducing interference during joint optimisation. We integrate TA with BETO and AraBERT encoders and evaluate on six Spanish and Arabic datasets covering sexism, toxicity, offensive language, and hate speech. Across cross‐validation and official train‐test splits, TA consistently mitigates negative transfer, surpasses single‐task and conventional MTL baselines, and yields new state‐of‐the‐art scores on EXIST‐2021, HatEval‐2019, and HSArabic‐2023. The proposed methodology therefore combines a principled architectural innovation with demonstrated practical gains for multilingual harmful language detection. The resources to reproduce our experiments are publicly available at
https://github.com/AngelFelipeMP/Arabic‐MultiTask‐Learning
.},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Negative transfer continues to limit the benefits of multi‐task learning (MTL) in harmful language detection, where related tasks must share representations without diluting task‐specific nuances. We introduce task awareness (TA), a methodological framework that explicitly conditions MTL models on the task they must solve. TA is instantiated through two complementary mechanisms: Task‐aware input (TAI), which augments textual inputs with natural‐language task descriptions, and task embedding (TE), which learns task‐specific transformations guided by a task identification vector. Together they enable the encoder to disentangle shared and task‐dependent signals, reducing interference during joint optimisation. We integrate TA with BETO and AraBERT encoders and evaluate on six Spanish and Arabic datasets covering sexism, toxicity, offensive language, and hate speech. Across cross‐validation and official train‐test splits, TA consistently mitigates negative transfer, surpasses single‐task and conventional MTL baselines, and yields new state‐of‐the‐art scores on EXIST‐2021, HatEval‐2019, and HSArabic‐2023. The proposed methodology therefore combines a principled architectural innovation with demonstrated practical gains for multilingual harmful language detection. The resources to reproduce our experiments are publicly available at
https://github.com/AngelFelipeMP/Arabic‐MultiTask‐Learning
.
Kasianenko, Kateryna
Elements of practices in digital publics: a model for identifying collective doings on social media platforms Journal Article
In: Communication Theory, vol. 36, no. 1, pp. 1–11, 2026, ISSN: 1050-3293, 1468-2885.
@article{kasianenko_elements_2026,
title = {Elements of practices in digital publics: a model for identifying collective doings on social media platforms},
author = {Kateryna Kasianenko},
url = {https://academic.oup.com/ct/article/36/1/1/8307371},
doi = {10.1093/ct/qtaf026},
issn = {1050-3293, 1468-2885},
year = {2026},
date = {2026-02-01},
urldate = {2026-03-03},
journal = {Communication Theory},
volume = {36},
number = {1},
pages = {1\textendash11},
abstract = {Abstract
Studies of public communication in digitally networked spaces have increasingly adopted the notion of practice to make sense of patterned doings in such spaces. They have identified and theorized about practices ranging from highly mundane and intimate doings to more collective and organized instances of grassroots platform governance to doings likely to result in harm. Despite this, it remains unclear how doings in networked publics must look, what properties they must have, who needs to engage in them, and for how long, to be considered practices. By synthesizing insights from practice theory and interdisciplinary Internet studies, I develop a model of practices in digital publics and outline interrelated elements of such sustained doings\textemdashaction, language, materiality, collectivity, knowledge, and normativity. This model can enable future empirical studies to define, identify, and differentiate practices more systematically within and across digitally networked spaces and consider their broader impact on digital citizenship.},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Studies of public communication in digitally networked spaces have increasingly adopted the notion of practice to make sense of patterned doings in such spaces. They have identified and theorized about practices ranging from highly mundane and intimate doings to more collective and organized instances of grassroots platform governance to doings likely to result in harm. Despite this, it remains unclear how doings in networked publics must look, what properties they must have, who needs to engage in them, and for how long, to be considered practices. By synthesizing insights from practice theory and interdisciplinary Internet studies, I develop a model of practices in digital publics and outline interrelated elements of such sustained doings—action, language, materiality, collectivity, knowledge, and normativity. This model can enable future empirical studies to define, identify, and differentiate practices more systematically within and across digitally networked spaces and consider their broader impact on digital citizenship.
Rousell, David; Lupton, Deborah
Atmospheric Wellbeing: Sensing the More-Than-Human Dynamics of Air Journal Article
In: Cultural Studies ↔ Critical Methodologies, vol. 26, no. 1, pp. 3–13, 2026, ISSN: 1532-7086, 1552-356X.
@article{rousell_atmospheric_2026,
title = {Atmospheric Wellbeing: Sensing the More-Than-Human Dynamics of Air},
author = {David Rousell and Deborah Lupton},
url = {https://journals.sagepub.com/doi/10.1177/15327086251387108},
doi = {10.1177/15327086251387108},
issn = {1532-7086, 1552-356X},
year = {2026},
date = {2026-02-01},
urldate = {2026-03-03},
journal = {Cultural Studies ↔ Critical Methodologies},
volume = {26},
number = {1},
pages = {3\textendash13},
abstract = {Clean air is vital to bodily, social, and planetary wellbeing. This article develops the concept of ‘atmospheric wellbeing’ as a framework for investigating the more-than-human dynamics of air through its affective and sensory qualities. Engaging the new field of critical air studies, the authors explore creative and multisensory social research methods which register the uneven distributions of air quality and the relationships between atmospheric sensing, feeling, and political action. This emerging approach offers new avenues for air quality research and seeds future-focused ideas for understanding and enhancing atmospheric wellbeing through creative means.},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Weatherall, Kimberlee; Villarino, Jose-Miguel Bello; Sinclair, Alexandra
AI Transparency in Practice Media
2026.
@misc{weatherall_ai_2026,
title = {AI Transparency in Practice},
author = {Kimberlee Weatherall and Jose-Miguel Bello Villarino and Alexandra Sinclair},
url = {https://apo.org.au/node/333419},
doi = {10.60836/GBX1-8W63},
year = {2026},
date = {2026-01-01},
urldate = {2026-02-24},
publisher = {ARC Centre of Excellence for Automated Decision-Making and Society},
keywords = {},
pubstate = {published},
tppubtype = {misc}
}
Horst, Heather
Entangled: Reciprocity, Obligation and Resistance in the Mobile-Primary World Book Chapter
In: ROUTLEDGE COMPANION TO MOBILE MEDIA, ROUTLEDGE, S.l., 2026, ISBN: 9781003166016 9781040395981 9781040396049.
@incollection{horst_entangled_2026,
title = {Entangled: Reciprocity, Obligation and Resistance in the Mobile-Primary World},
author = {Heather Horst},
url = {https://www.routledge.com/The-Routledge-Companion-to-Mobile-Media/Goggin-Hjorth/p/book/9780367759049?srsltid=AfmBOopyDWjLnbjRjwI2hJuhUzDY343fvUApH_FWIa58qMicvdqBPCI9},
isbn = {9781003166016 9781040395981 9781040396049},
year = {2026},
date = {2026-01-01},
booktitle = {ROUTLEDGE COMPANION TO MOBILE MEDIA},
publisher = {ROUTLEDGE},
address = {S.l.},
edition = {Second Edition},
keywords = {},
pubstate = {published},
tppubtype = {incollection}
}
Filippi, Primavera De; Mannan, Morshed; Nabben, Kelsie
Tornado Cash, Flashbots, and regulatory equivalence Book Chapter
In: Public Governance on the Blockchain, pp. 26–43, Routledge, London, 2026, ISBN: 9781003610601.
@incollection{chohan_tornado_2026,
title = {Tornado Cash, Flashbots, and regulatory equivalence},
author = {Primavera De Filippi and Morshed Mannan and Kelsie Nabben},
url = {https://www.taylorfrancis.com/books/9781003610601/chapters/10.4324/9781003610601-3},
doi = {10.4324/9781003610601-3},
isbn = {9781003610601},
year = {2026},
date = {2026-01-01},
urldate = {2026-02-23},
booktitle = {Public Governance on the Blockchain},
pages = {26\textendash43},
publisher = {Routledge},
address = {London},
edition = {1},
keywords = {},
pubstate = {published},
tppubtype = {incollection}
}
Alaofi, Marwah; Thomas, Paul; Scholer, Falk; Sanderson, Mark
On the Use of LLMs for Relevance Labelling Journal Article
In: ACM Transactions on Information Systems, pp. 3788872, 2026, ISSN: 1046-8188, 1558-2868.
@article{alaofi_use_2026,
title = {On the Use of LLMs for Relevance Labelling},
author = {Marwah Alaofi and Paul Thomas and Falk Scholer and Mark Sanderson},
url = {https://dl.acm.org/doi/10.1145/3788872},
doi = {10.1145/3788872},
issn = {1046-8188, 1558-2868},
year = {2026},
date = {2026-01-01},
urldate = {2026-02-19},
journal = {ACM Transactions on Information Systems},
pages = {3788872},
abstract = {Large Language Models (LLMs) are increasingly used to replace human judges to assess the relevance of information objects, raising concerns about circularity, bias, and whether simulated preferences can substitute for human judgement. This work presents experiments using multiple LLMs to label passages for relevance. It examines their gullibility \textendash how easily they are misled into labelling irrelevant passages as relevant. It also compares LLMs with human judges in ranking systems, analysing differences in discriminative power and whether some systems benefit under LLM-based evaluation. Results show that LLMs are influenced by the presence of query terms, even with irrelevant or random passages. Moreover, LLM-generated rankings are highly correlated with those of human judges, with strong agreement on which system is better in pairwise comparisons. However, LLMs may exhibit lower discriminative power, as seen in flatter ranking slopes and missed significance for meaningful improvements. Yet, there are no cases where capable LLMs and human judges reach opposing conclusions with significance. LLMs may boost traditional systems more than neural ones, adding a new concern of system bias. These findings highlight the strong potential of LLMs for relevance labelling, while also highlighting failure cases that call for careful adoption and further research to maintain evaluation integrity.1
1},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
1
Chen, Baiyu; Tag, Benjamin; Xue, Hao; Angus, Daniel; Salim, Flora
When Ads Become Profiles: Uncovering the Invisible Risk of Web Advertising at Scale with LLMs Media
2026, (arXiv:2509.18874).
@misc{chen_when_2026,
title = {When Ads Become Profiles: Uncovering the Invisible Risk of Web Advertising at Scale with LLMs},
author = {Baiyu Chen and Benjamin Tag and Hao Xue and Daniel Angus and Flora Salim},
url = {http://arxiv.org/abs/2509.18874},
doi = {10.48550/arXiv.2509.18874},
year = {2026},
date = {2026-01-01},
urldate = {2026-02-20},
publisher = {arXiv},
abstract = {Regulatory limits on explicit targeting have not eliminated algorithmic profiling on the Web, as optimisation systems still adapt ad delivery to users' private attributes. The widespread availability of powerful zero-shot multimodal Large Language Models (LLMs) has dramatically lowered the barrier for exploiting these latent signals for adversarial inference. We investigate this emerging societal risk, specifically how adversaries can now exploit these signals to reverse-engineer private attributes from ad exposure alone. We introduce a novel pipeline that leverages LLMs as adversarial inference engines to perform natural language profiling. Applying this method to a longitudinal dataset comprising over 435,000 Facebook ad impressions collected from 891 users, we conducted a large-scale study to assess the feasibility and precision of inferring private attributes from passive online ad observations. Our results demonstrate that off-the-shelf LLMs can accurately reconstruct complex user private attributes, including party preference, employment status, and education level, consistently outperforming strong census-based priors and matching or exceeding human social perception at only a fraction of the cost (223x lower) and time (52x faster) required by humans. Critically, actionable profiling is feasible even within short observation windows, indicating that prolonged tracking is not a prerequisite for a successful attack. These findings provide the first empirical evidence that ad streams serve as a high-fidelity digital footprint, enabling off-platform profiling that inherently bypasses current platform safeguards, highlighting a systemic vulnerability in the ad ecosystem and the urgent need for responsible web AI governance in the generative AI era. The code is available at https://github.com/Breezelled/when-ads-become-profiles.},
note = {arXiv:2509.18874},
keywords = {},
pubstate = {published},
tppubtype = {misc}
}
Meese, James; Tan, Corinne
Addressing Misinformation and Disinformation Book
Cambridge University Press, Cambridge, GB, 2026, ISBN: 9781009768177, (OCLC: 1565243994).
@book{meese_james_addressing_2026,
title = {Addressing Misinformation and Disinformation},
author = {James Meese and Corinne Tan},
isbn = {9781009768177},
year = {2026},
date = {2026-01-01},
publisher = {Cambridge University Press},
address = {Cambridge, GB},
note = {OCLC: 1565243994},
keywords = {},
pubstate = {published},
tppubtype = {book}
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Farmer, Jane; Savic, Milovan; Cotta, Tracy De
Beyond Loneliness: Experiences of Individual and Community Social Connection Book
Springer Nature Singapore, Singapore, 2026, ISBN: 9789819695089 9789819695096.
@book{farmer_beyond_2026-1,
title = {Beyond Loneliness: Experiences of Individual and Community Social Connection},
author = {Jane Farmer and Milovan Savic and Tracy De Cotta},
url = {https://link.springer.com/10.1007/978-981-96-9509-6},
doi = {10.1007/978-981-96-9509-6},
isbn = {9789819695089 9789819695096},
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publisher = {Springer Nature Singapore},
address = {Singapore},
keywords = {},
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Farmer, Jane; Savic, Milovan; Cotta, Tracy De
Beyond Loneliness: Experiences of Individual and Community Social Connection Book
Springer Nature Singapore, Singapore, 2026, ISBN: 9789819695089 9789819695096.
@book{farmer_beyond_2026,
title = {Beyond Loneliness: Experiences of Individual and Community Social Connection},
author = {Jane Farmer and Milovan Savic and Tracy De Cotta},
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doi = {10.1007/978-981-96-9509-6},
isbn = {9789819695089 9789819695096},
year = {2026},
date = {2026-01-01},
urldate = {2026-02-23},
publisher = {Springer Nature Singapore},
address = {Singapore},
keywords = {},
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NABBEN, KELSIE
DECENTRALISED DIGITAL SECURITY: code, crisis, community. Book
MANCHESTER UNIV PRESS, [S.l.], 2026, ISBN: 9781526187093, (OCLC: 1572421503).
@book{nabben_decentralised_2026,
title = {DECENTRALISED DIGITAL SECURITY: code, crisis, community.},
author = {KELSIE NABBEN},
isbn = {9781526187093},
year = {2026},
date = {2026-01-01},
publisher = {MANCHESTER UNIV PRESS},
address = {[S.l.]},
note = {OCLC: 1572421503},
keywords = {},
pubstate = {published},
tppubtype = {book}
}
Coghlan, Simon; Parker, Christine; Lederman, Reeva
AI Ethics Guidelines: Time to Include Animals Journal Article
In: Science and Engineering Ethics, vol. 32, no. 1, pp. 10, 2026, ISSN: 1471-5546.
@article{coghlan_ai_2026,
title = {AI Ethics Guidelines: Time to Include Animals},
author = {Simon Coghlan and Christine Parker and Reeva Lederman},
url = {https://link.springer.com/10.1007/s11948-025-00578-5},
doi = {10.1007/s11948-025-00578-5},
issn = {1471-5546},
year = {2026},
date = {2026-01-01},
urldate = {2026-02-10},
journal = {Science and Engineering Ethics},
volume = {32},
number = {1},
pages = {10},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Mannix, Samantha; Albury, Kath
Digital and data capabilities for sexual and reproductive health: a participatory interdisciplinary approach to workforce transformation Journal Article
In: BMC Health Services Research, vol. 26, no. 1, pp. 187, 2026, ISSN: 1472-6963.
@article{mannix_digital_2026,
title = {Digital and data capabilities for sexual and reproductive health: a participatory interdisciplinary approach to workforce transformation},
author = {Samantha Mannix and Kath Albury},
url = {https://link.springer.com/10.1186/s12913-025-13970-5},
doi = {10.1186/s12913-025-13970-5},
issn = {1472-6963},
year = {2026},
date = {2026-01-01},
urldate = {2026-02-10},
journal = {BMC Health Services Research},
volume = {26},
number = {1},
pages = {187},
keywords = {},
pubstate = {published},
tppubtype = {article}
}