Papers by Max Upravitelev

2 papers
Fine-tuning with Hierarchical Prompting for Robust Propaganda Classification Across Annotation Schemas (2026.findings-acl)

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Challenge: Propaganda detection in social media is challenging due to noisy, short texts and low annotation agreements.
Approach: They propose a new intent-focused taxonomy of propaganda techniques and compare it against an established, higher-agreement schema.
Outcome: The proposed taxonomy outperforms existing models and reveals methodological differences hidden in base models.
Uncovering Temporal Framing in the News (2026.acl-long)

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Challenge: Temporal language is used to structure meaning rather than report chronology in news discourse . a recent study focused on temporal expression extraction and temporal reasoning .
Approach: They propose a taxonomy of eight temporal frames grounded in prior work on time and framing . they analyze frame prevalence, co-occurrence patterns, and lexical cues from a news corpus .
Outcome: The proposed taxonomy outperforms zero-shot models at the sentence level . it shows that temporal framing is learnable at the sentences level compared to other methods .

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