Papers by Evangelos Milios
ROUGE-SciQFS: A ROUGE-based Method to Automatically Create Datasets for Scientific Query-Focused Summarization (2025.coling-main)
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| Challenge: | Scientific Query-Focused Summarization (Sci-QFS) has lagged in development due to the lack of data. |
| Approach: | They propose a method to take advantage of existing academic papers to obtain large-scale datasets for this task automatically. |
| Outcome: | The proposed method outperforms existing models on the datasets and shows that it is relatively straightforward for humans. |
Stance Reasoner: Zero-Shot Stance Detection on Social Media with Explicit Reasoning (2024.lrec-main)
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| Challenge: | Stance Reasoner is a model for zero-shot stance detection on social media platforms that can be used to extract opinions from opinionated content. |
| Approach: | They propose a method that leverages explicit reasoning over background knowledge to guide the model’s inference about the document’s stance on a target. |
| Outcome: | The proposed model outperforms the current state-of-the-art models on 3 Twitter datasets, including fully supervised models. |