CS_Metro at PsyDefDetect: Detecting Psychological Defense Mechanisms in Mental Health Dialogues with Summarization-Enhanced Transformer Ensembles (2026 · 1 citation)
The paper describes the CS_Metro team's system for the PsyDefDetect shared task at BioNLP 2026. The task is to assign one of nine DMRS-based defense levels to a help-seeker utterance in a therapeutic dialogue, using the PSYDEFCONV corpus. This is hard because defenses depend on context and the label distribution is…
The Argonauts at SemEval-2026 Task 9: Multilingual Polarization Detection and Classification Using LLM Prompting and Transformer Fine-Tuning (2026 · 1 citation)
The authors take part in SemEval-2026 Task 9, which concerns automatic recognition of polarizing social media content.
CUET-NLP_Team_SS306 at AraGenEval Shared Task: A Transformer-based Framework for Detecting AI-Generated Arabic Text (2025 · 1 citation)
The paper addresses Task 3 of the AraGenEval 2025 shared task (ARATECT): deciding whether an Arabic text was written by a person or produced by an LLM such as GPT-4, Mistral or LLaMA.

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Updated 1 November 2026