collaborators

5 papers

cs.CL2026

How Ethos and Pathos Appeals Resonate in Reader Interpretations of Social Media Messages

Ewelina Gajewska, Katarzyna Budzynska, Jaroslaw Chudziak +1

Rhetorical strategies and their influence on audiences are often studied through social media posts and comments. However, this focus overlooks the universal audience, which is the…

cs.CL2026

Implicit Causal Graph Construction in Text via Chain Discovery

Liesbeth Allein, Marie-Francine Moens

Causal graphs in text are typically populated by observable, predefined events. In contrast, we study implicit causal graph construction from text by treating each described cause-…

cs.CL2026

ClimateCause: Complex and Implicit Causal Structures in Climate Reports

Liesbeth Allein, Nataly Pineda-Castañeda, Andrea Rocci +1

Understanding climate change requires reasoning over complex causal networks. Yet, existing causal discovery datasets predominantly capture explicit, direct causal relations. We in…

cs.AI2026

Assessing LLM Reasoning Through Implicit Causal Chain Discovery in Climate Discourse

Liesbeth Allein, Nataly Pineda-Castañeda, Andrea Rocci +1

How does a cause lead to an effect, and which intermediate causal steps explain their connection? This work scrutinizes the mechanistic causal reasoning capabilities of large langu…

cs.CL2025

Mimicking How Humans Interpret Out-of-Context Sentences Through Controlled Toxicity Decoding

Maria Mihaela Trusca, Liesbeth Allein

Interpretations of a single sentence can vary, particularly when its context is lost. This paper aims to simulate how readers perceive content with varying toxicity levels by gener…