Wawan Solihin
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2026
Reinforcement learning to improve large language model-based automated code compliance systems
This paper presents P4IR, a two-stage framework for automated code compliance using supervised fine-tuning and Group Relative Policy Optimization, achieving significant improvements over baselines and leading LLMs.
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cs.SEcs.AIcs.CLEmpiricalRecentJun 21, 2026
Reinforcement learning to improve large language model-based automated code compliance systems
Jack Wei Lun Shi, Minghao Dang, Wawan Solihin, Leong Hien Poh +1 more
This paper presents P4IR, a two-stage framework for automated code compliance using supervised fine-tuning and Group Relative Policy Optimization, achieving significant improvements over baselines and…
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