ARC-NLP at PAN 2023: Transition-Focused Natural Language Inference for Writing Style Detection

no code implementations • 27 Jul 2023 • Izzet Emre Kucukkaya, Umitcan Sahin, Cagri Toraman

For the easy and medium setups, we submit transition-focused natural language inference based on DeBERTa with warmup training, and the same model without transition for the hard setup.

Natural Language Inference Style Detection

ARC-NLP at PAN 2023: Hierarchical Long Text Classification for Trigger Detection

no code implementations • 27 Jul 2023 • Umitcan Sahin, Izzet Emre Kucukkaya, Cagri Toraman

In this paper, we describe our approach for the Trigger Detection shared task at PAN CLEF 2023, where we want to detect multiple triggering content in a given Fanfiction document.

text-classification Text Classification

ARC-NLP at Multimodal Hate Speech Event Detection 2023: Multimodal Methods Boosted by Ensemble Learning, Syntactical and Entity Features

no code implementations • 25 Jul 2023 • Umitcan Sahin, Izzet Emre Kucukkaya, Oguzhan Ozcelik, Cagri Toraman

Throughout the Russia-Ukraine war, both opposing factions heavily relied on text-embedded images as a vehicle for spreading propaganda and hate speech.

Ensemble Learning Event Detection +2

Tweets Under the Rubble: Detection of Messages Calling for Help in Earthquake Disaster

1 code implementation • 26 Feb 2023 • Cagri Toraman, Izzet Emre Kucukkaya, Oguzhan Ozcelik, Umitcan Sahin

The importance of social media is again exposed in the recent tragedy of the 2023 Turkey and Syria earthquake.