This study delves into the discussions within tankie communities, examining their primary topics, ideological connections, and language usage compared to other far-left groups. Using advanced topic modeling techniques like BERTopic, the research uncovers that tankies focus mainly on historical socialist figures and events. This analysis not only highlights their unique conversations but also draws parallels and contrasts with other far-left communities through language misalignment and conceptual frameworks. The findings suggest that tankies maintain distinct ideological dialogues while engaging with common themes from the broader leftist discourse.
Our analysis reveals that tankies predominantly engage in discussions around historical socialist figures and events, emphasizing their ideological stance while showcasing significant similarities and deviations from other far-left communities through nuanced language and topics.
Utilizing BERTopic for our analysis, we found that modern topic modeling techniques offer enhanced clarity in understanding discussions within tankie communities, yielding more coherent and contextually relevant topics than traditional methods.
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