Geoalign curates rollouts in online LLM RL by learning a projector on hidden states to flag and replace directionally inconsistent examples, yielding higher final performance and less oscillation than baselines on dialogue and math tasks.
Complete Results of Overall Performance on Math We present the complete scores of Qwen3-1.7B and Qwen3-4B on HH-RLHF task in the validation experiments in Tables
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GEOALIGN: Geometric Rollout Curation for Robust LLM Reinforcement Learning
Geoalign curates rollouts in online LLM RL by learning a projector on hidden states to flag and replace directionally inconsistent examples, yielding higher final performance and less oscillation than baselines on dialogue and math tasks.