Lay-Ki Soon

School of Information Technology, School of Business, Faculty of Law, Monash University Malaysia ♡, Monash University Malaysia ♣, Monash University

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Publication activitypapers/week, last 8 weeks

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Eval Frameworks & Benchmarks (1)Natural Language Processing (1)Reasoning & Chain-of-Thought (1)

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Fanyu Wang (1)Xiaoxi Kang (1)Paul Burgess (1)Aashish Srivastava (1)

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Apr 21, 2026

1w ago·also Department of Computer Science and Engineering, Faculty of Law, IIT Delhi, School of Business +1

LePREC: Reasoning as Classification over Structured Factors for Assessing Relevance of Legal Issues

LLMs struggle to identify relevant legal issues with high precision, but a neuro-symbolic approach using sparse linear models over LLM-generated analytical factors can boost performance by 30-40%.

Fanyu Wang, Xiaoxi Kang, Paul Burgess +6

Eval Frameworks & Benchmarks Natural Language Processing Reasoning & Chain-of-Thought

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Lay-Ki Soon

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)