GUNLP at SemEval-2026 Task 10: Emotion-Aware Multi-Task Learning for Conspiracy Detection

SINAI at HISEMOTIONS in IberLEF 2026: Three-Phase Fine-Tuning of a Domain-Adaptive BERT for Historical Emotion Detection

CorpusDelicti-UC3M at MiSonGyny 2026: Multi-Model Voting Ensembles with Chunk Aggregation for Misogynistic Lyric Detection

Roman_lab at MIRROR@IberLEF 2026: Style-Aware Synthetic Data Generation for Motivational Interviewing

The participation of the Roman_lab team in the MIRROR shared task at IberLEF 2026 suggests that linguistic alignment between synthetic training data and hidden evaluation data may significantly affect downstream performance in low-resource Motivational Interviewing classification settings.

UCO-UC-CICESE-Plenitas Team at Exploring the Historical Text-Based Emotion Detection in Early Modern Spanish Correspondence Using Large Language Model and Embeddings

UCO-UC-CICESE-Plenitas Team at HOPE-EXP 2026: A Hybrid Classical and Large Language Model Approach for Outcome-Oriented Expectation Analysis

VerbaNex AI Lab at WomenHelp 2026: BETO-Based Classification of Gender-Based Violence Reports in Spanish