PingAn-NLP at SemEval-2026 Task 9: Multi-Stage Alignment via GRPO and Tiered Ensemble Voting for Multilingual Polarization Detection
This paper presents the PingAn-NLP system developed for SemEval-2026 Task 9, focusing on multilingual online polarization identification across 18 languages. We pro-pose a multi-stage optimization framework combining Supervised Fine-Tuning (SFT) and Group Relative Policy Optimization (GRPO). To overcome label imbalance...