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cs.CL2026
UOL@IDEM at BEA 2026 Shared Task 1: Neural Fusion and Feature-Rich Modeling for L1-Aware Vocabulary Difficulty Prediction
Nouran Khallaf, Serge Sharoff
This paper describes UOL@IDEM's closed-track submission to the BEA 2026 shared task on L1-aware vocabulary difficulty prediction. We model the task as regression and train separate…
cs.CL2026
The Almost Intelligent Revolution: Options for Scaling Up Deliberation and Empowering People with AI
Serge Sharoff
The increasing prominence of Large Language Models (LLMs) in public discourse presents both opportunities and challenges for democratic deliberation. While red teaming strategies h…