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Internet Technologies

Snurb — Monday 25 November 2024 16:14

Assessing Media Concentration in the New Network Media Economy

Politics | Government | Journalism | Industrial Journalism | Internet Technologies | Social Media | Streaming Media | AANZCA 2024 |

The final AANZCA 2024 conference session for today is one I’m also presenting in, but we start with a paper Terry Flew and Cameron McTernan. Terry starts by noting that Australia has long had one of the most concentrated media systems in the world. The Global Media and Internet Concentration Project (GMICP) is a new initiative to further explore such concentration patterns here and abroad, and trace their dynamics over time. This ultimately examines the network media economy, including telecommunication and Internet infrastructure, online and traditional media services, and core Internet applications and sectors.

This integrated approach better reflects the …

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Snurb — Saturday 9 November 2024 17:29

Polarisation via Search? Assessing the Political Spectrum of Google News Recommendations (AoIR 2024)

Polarisation | Politics | ARC Centre of Excellence for Automated Decision-Making and Society | AoIR 2024 | Dynamics of Partisanship and Polarisation in Online Public Debate (ARC Laureate Fellowship) | Journalism | Industrial Journalism | Internet Technologies |
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Snurb — Saturday 2 November 2024 22:34

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

Elections | Polarisation | Journalism | Industrial Journalism | Internet Technologies | 'Big Data' | Artificial Intelligence | AoIR 2024 |

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.

This required considerable prompt crafting, especially also to ensure that prompts remained within the LLM’s token limits. Key challenges here included the choice of LLM …

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Snurb — Saturday 2 November 2024 22:30

LLMs and Transformer Models in News Content Coding

Politics | Polarisation | Journalism | Industrial Journalism | Internet Technologies | 'Big Data' | Artificial Intelligence | AoIR 2024 |

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.

Here stances might be better understood as evaluations related to a given issue or policy, and Large Language Models can be useful tools in assessing this, but this also requires considerable prompt crafting in order to generate consistent results. Computational costs for doing so (especially with complex prompts) …

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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 22:25

Using LLMs to Code Problematic Content in the Brazilian Manosphere

Internet Technologies | 'Big Data' | Artificial Intelligence | Social Media | AoIR 2024 |

The second speaker in this final session at the AoIR 2024 conference is Bruna Silveira de Oliveira, whose focus is on using LLMs to study content in the Brazilian manosphere. Extremist groups in this space seek legitimisation, and the question here is whether LLMs can be used productively to analyse their posts.

This analysis focusses on some 2,500 episodes of Brazilian masculinist podcasts across ten streaming platforms. It engaged in an assisted content analysis using OpenAI’s GPT-4 model, and explored whether this could identify detailed variables in the content. The podcast episodes were transcribed using automated tools, and 52 episodes …

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Snurb — Saturday 2 November 2024 22:24

Paying Attention to Marginalised Groups in Human and Computational Content Coding

Internet Technologies | 'Big Data' | Artificial Intelligence | AoIR 2024 |

The final (!) session at this wonderful AoIR 2024 conference is on content analysis, and starts with Ahrabhi Kathirgamalingam. Her interest is especially on questions of agreement and disagreement between content codings; the gold standard here has for a long time been intercoder reliability, but this tends to presume a single ground truth which may not exist in all coding contexts.

The concept of ‘constructs of marginalisation’ might be useful here: marginalised people are underrepresented; existing structural power defines who defines such constructs; they are historically and culturally shaped; and explicit as well as ambiguous and evasive language that discriminates …

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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 00:35

The Early History and Persistent Narratives of the Men’s Rights Movement

Politics | Internet Technologies | AoIR 2024 |

The next speaker in this AoIR 2024 conference session is Alexis de Coning, whose focus is on the men’s rights movement. Although a great deal more visible in recent years, it emerged to public visibility already in the 1960s and 1970s; but it is likely that early men’s rights ideas go back much further still. Alexis takes a very broad approach here to what defines the men’s rights movement – overall, it exists at the nexus of gender and labour rights and positions men as having greater social-economic and financial status that is exploited by parasitic women.

This is in …

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Snurb — Saturday 2 November 2024 00:34

The 1980s Prehistory of White Supremacist Websites

Politics | Internet Technologies | AoIR 2024 |

The next speaker in this AoIR 2024 conference session is Ian Glazman-Schillinger, who focusses in on a particular far-right site, the Liberty Bell BBS. This emerged from the Liberty Bell print magazine, which set up the BBS in the early days of the computer age. It thereby predates by some decades the more recent concerns about the substantial technological innovations made by white supremacist movements in the 2010s.

Such recent studies often do not historicise the much longer digital trajectory of white supremacist activism; much more work needs to be done here. The original Liberty Bell newspapers can actually be …

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Beyond Interaction Networks: An Introduction to Practice Mapping (ACSPRI 2024)

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