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Conference Proceedings of the 13th Workshop on Argument Mining and Reasoning · 2026

LLM-INSTRUCT at UZH Shared Task 2026: Constraint-Aware Retrieval and Selective Debate for Paragraph-Level Argument Mining

Phuong Huu Vu Tran, Long Minh Vo, Son Nguyen Minh Le, Hoang Van

Co-first & corresponding author

Abstract

Our submission to the UZH Shared Task 2026 on paragraph-level argument mining. LLM-INSTRUCT combines constraint-aware retrieval with a selective debate strategy among large language models to identify and link argumentative units within paragraphs. The system placed first in the shared task.

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