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Journalism

LLMs in Content Coding: The 'Expertise Paradox' and Other Challenges

And the final speaker in this final AoIR 2024 conference session is the excellent Fabio Giglietto, whose focus is on coding Italian news data using Large Language Models. This worked with some 85,000 news articles shared on Facebook during the 2018 and 2022 Italian elections, and first classified such URLs as political or non-political; it then produced and clustered text embeddings for these articles, and used GPT-4-turbo to classify the dominant topics in these clusters.

LLMs and Transformer Models in News Content Coding

The next speaker in this final AoIR 2024 conference session is the great Hendrik Meyer, whose interest is in detecting stances in climate change coverage. This focusses especially on climate change debates in German news media, focussing on climate protests, discussions about speed limits, and discussions about heating and heat pump regulations.

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

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.

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

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:

I presented the next paper, which explored the evidence for polarisation in news recommendations from Google News, building on our Australian Search Experience project in the ARC Centre of Excellence for Automated Decision-Making and Society (ADM+S):

Ambient Distrust and Toxicity against Legacy Media on Twitter

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.

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

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 destructive polarisation in these debates, and our presentation slides are below:

Communitarian and Libertarian Attitudes towards Italy’s Pandemic Lockdowns

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.

What’s the Use of GIFs in Journalism?

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.

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

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.

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