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Journalism

Snurb — Saturday 2 November 2024 22:28

Towards an LLM-Enhanced Pipeline for Better Stance Detection in News Content

Politics | Polarisation | Journalism | Industrial Journalism | Internet Technologies | 'Big Data' | Artificial Intelligence | Dynamics of Partisanship and Polarisation in Online Public Debate (ARC Laureate Fellowship) | AoIR 2024 |

The next speaker in this session at the AoIR 2024 conference is my QUT colleague Tariq Choucair, whose focus is especially on the use of LLMs in stance detection in news content. A stance is a public act by a social actors, achieved dialogically through communication, which evaluates objects, positions the self and other subjects, and aligns with other subjects within a sociocultural field.

Here, the focus is broadly on stances towards issues, persons, groups, and organisations. There are some tools for doing so, but they mainly focus on English-language content, are designed for specific types of data, and tend …

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Snurb — Saturday 2 November 2024 21:37

Assessing Partisanship and Polarisation at Various Stages of News Production and Engagement

Politics | Polarisation | Journalism | Industrial Journalism | Internet Technologies | 'Big Data' | Social Media | Facebook | Social Media Network Mapping | Twitter | ARC Centre of Excellence for Automated Decision-Making and Society | Dynamics of Partisanship and Polarisation in Online Public Debate (ARC Laureate Fellowship) | AoIR 2024 |

I presented in and chaired the Saturday morning session at the AoIR 2024 conference, which was on polarisation in news publishing and engagement, so no liveblogging this time. However, here are the slides from the three presentations that our various teams and I were involved in.

We started with my QUT DMRC colleague Laura Vodden, who discussed our plans for manual and automated content coding of news content for indicators of polarisation, and especially highlighted the surprising difficulties in getting access to quality and comprehensive news content data:

CHALLENGES IN ACQUIRING AND ANALYSING NEWS DATA AT SCALE.pptx from tastysiltstone

I …

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Snurb — Saturday 2 November 2024 02:37

Ambient Distrust and Toxicity against Legacy Media on Twitter

Politics | Government | Journalism | Industrial Journalism | Social Media | Twitter | AoIR 2024 |

The next speaker in this AoIR 2024 conference session is Marloes Geboer, whose focus is on ambient misogyny, distrust, and anti-press sentiment on Twitter. She is interested especially in the British ‘partygate’ scandal, which illustrates journalists’ growing entanglement with societal issues and topics on social media. Some 1500 #partygate tweets also targetted the BBC political journalist Laura Kuensberg, who was rumoured to have been present at the illegal parties held at 10 Downing Street during the COVID-19 lockdowns.

A definitive answer to this question is beside the point: the more important issue here is that this question was repeated frequently …

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Snurb — Friday 1 November 2024 03:52

Patterns of Polarisation in the Australian Voice to Parliament and Aotearoa New Zealand Treaty Debates

Politics | Elections | Government | Polarisation | Journalism | Industrial Journalism | ‘Fake News’ | Social Media | Facebook | Social Media Network Mapping | AoIR 2024 |

Up next in this AoIR 2024 conference panel is my QUT colleague Daniel Whelan-Shamy, with whom I’ll present our paper on polarisation on Indigenous debates in Australia and Aotearoa New Zealand. In both countries there is a long and complex history of colonial oppression towards their respective Indigenous peoples. In Australia, the 2023 Voice to Parliament referendum sought to remedy this through the constitutional recognition of Indigenous peoples, while in New Zealand the Treaty of Waitangi was signed as early as 1840 and gradually led to greater recognition and rights for Māori groups. Our work examines the patterns of potentially …

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Snurb — Friday 1 November 2024 03:43

Communitarian and Libertarian Attitudes towards Italy’s Pandemic Lockdowns

Politics | Government | Polarisation | Journalism | Industrial Journalism | Social Media | AoIR 2024 |

The next speaker in this AoIR 2024 conference session is the excellent Laura Iannelli, whose focus is on the management of the COVID-19 pandemic in Italy. Italy was amongst the first countries in the world to implement a mass lockdown, and this became an arena for polarised conflict amongst political elites. The question here is whether this also fostered societal and individual polarisation, and what role mis- and disinformation played in this process.

Elite polarisation can lead mass polarisation, although crises can also produce a ‘rally around the flag’ phenomenon that reduces polarisation. This offers two contrasting scenarios, of more …

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Snurb — Friday 1 November 2024 00:29

What’s the Use of GIFs in Journalism?

Journalism | Industrial Journalism | Internet Technologies | AoIR 2024 |

I got lost along the way and came a little late to the post-lunch session at the AoIR 2024 conference, which is on crisis communication and has started with Sara Kopelman. Her interest is in the use of photojournalistic GIFs in Israeli news coverage.

She studied some 541 GIFs from such sites, and found a spread between neutral news, leisure news, and – somewhat surprisingly, given the usual uses of GIFs – negative news. Journalists find such GIFs useful for telling a story; it does so visually without needing a caption. Their endless repetition also poses some ethical questions, however …

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Snurb — Thursday 31 October 2024 22:41

How Meta’s Third-Party Fact-Checkers Are Learning to Think Like the Machine

Journalism | Industrial Journalism | 'Big Data' | Artificial Intelligence | AoIR 2024 |

The final presenters in this session at the AoIR 2024 conference are Yarden Skop and Anna Schjøtt Hansen; their interests are in the third-party fact-checking network employed by Meta. This operates on the basis of a Meta-provided online dashboard that highlights potentially problematic content, and the dashboard’s operation directs fact-checking away from political content spread by major political figures, and towards other forms of content.

Many fact-checking organisations around the world now substantially rely on income from Meta through their engagement in its fact-checking programme; this is part of a global post-publication debunking turn, but also creates a dependency on …

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Snurb — Thursday 31 October 2024 22:40

The Platformisation of Newsroom Data Intermediaries in India

Journalism | Industrial Journalism | 'Big Data' | Artificial Intelligence | AoIR 2024 |

The next speaker in this AoIR 2024 conference session is Simran Agarwal, whose interest is in platformisation intermediaries in the Indian news industry. Her interest here is especially in the meso-layer of intermediaries, where AI-driven machine learning tools provide strategic counsel to newsrooms, broker interactions between platforms and publishers with the aim to ‘help’, ‘assist’, or ‘free’ journalists, and appear as certified partners.

Such intermediaries may be understood as cultural intermediaries, algorithmic experts, metricians, or content recommendation platforms; they may complement platforms or assist content production, and AI systems in particular retool, reshape, and rationalise the news. To explore this …

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Snurb — Thursday 31 October 2024 22:39

The Hidden Labour of News Data Annotation That Underpins Newsroom AI

Journalism | Industrial Journalism | Artificial Intelligence | AoIR 2024 |

The next speaker in this AoIR 2024 conference session is Nanna Bonde Thylstrup, who begins by noting the critical role of data annotation practices in shaping the machine learning process underlying generative AI; such annotation is a world-making practice, must align with editorial values and the journalistic ethos of objectivity, and can of course also reproduce pre-existing societal biases.

In a sense, then, the algorithms of generative AI must also seek to reproduce (and perhaps improve upon) the famous ‘gut feeling’ of conventional human journalism. The present project worked with developers and data annotations at Danish news organisations – but …

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Snurb — Thursday 31 October 2024 22:38

The Dynamics of the AI Rollout in Newsrooms

Journalism | Industrial Journalism | Artificial Intelligence | AoIR 2024 |

The next speaker in this AoIR 2024 conference session is Nadja Schaetz, whose interest is in AI hype in news coverage. Journalism has often uncritically covered the rise of generative AI, and swallowed the claims of AI companies about the capacities of their tools; this project collaborated with the Associated Press Local AI Initiative and conducted participant observation in local newsrooms to understand journalistic reactions to this initiative. Through the project AP worked with five newsrooms to provide AI-supported technologies.

What the study observed was not AI hype as such, however: not simply a gap between expectations and reality of …

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