You are here

Dynamics of Partisanship and Polarisation in Online Public Debate (ARC Laureate Fellowship)

ARC Laureate Fellowship, 2022-26

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):

Affect towards In- and Out-Groups in Political Leaders' Social Media Posts

The post-lunch session at the P³: Power, Propaganda, Polarisation ICA 2024 postconference starts with my excellent QUT colleague Tariq Choucair, whose interest is in measuring polarising discourses during election campaigns. Tariq and the team have developed a method to measure polarisation at the level of specific discourses: it is rooted in core principles and operationalised approaches that are adaptable to other contexts. Measuring polarisation at the discourse level is important; so far, so much of the work on polarisation has been done using surveys on self-reported political positioning or feelings towards leaders or parties, or has drawn on voting patterns in parliaments – but in recent years there has been a growth in attention to polarising rhetoric.

Pages

Subscribe to RSS - Dynamics of Partisanship and Polarisation in Online Public Debate (ARC Laureate Fellowship)