PolAR Bears at SemEval-2026 Task 9: Parameter-Efficient Fine-Tuning and Cross-Lingual Augmentation for Multilingual Polarization Detection (2026 · 1 citation)
The authors address online polarization detection in four under-resourced Indian languages (Hindi, Bengali, Telugu and Odia) within SemEval-2026 Task 9.
TeamV at LT-EDI 2026: Multilingual Hate Speech Span Detection and Counter-Narrative Generation via Few-Shot In-Context Learning (2026 · 1 citation)
TeamV took part in the LT-EDI 2026 shared task on homophobic and transphobic social media comments. The task had two parts: finding and labelling hateful spans at the character level in English, Tamil and Hindi, and writing counter-narratives in English and Tamil. The authors did not train language-specific models.…
TypeCoT at UZH Shared Task 2026: Reconstructing Argumentative Structure in UN Resolutions using Type-Informed Chain-of-Thought (2026 · 1 citation)
TypeCoT is a submission to the UZH Shared Task at ArgMining 2026, which targets the implicit argumentative structure of UN and UNESCO resolutions. Participants could only use open-weight models with at most 8B parameters, and the whole pipeline runs on Qwen-2.5-7B-Instruct.
Aurum at CRF Filling 2026: Modular DSPy Extractors with Qwen3-Max for Multilingual CRF Filling (2026)
This paper describes Team Aurum's first-place entry in the Case Report Form (CRF) filling shared task organized at CL4Health @ LREC 2026.

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Updated 1 November 2026