By quantifying exploration via Effective Rank in semantic hidden-state space, the work shows near-zero correlation with exploitation dynamics and introduces VERL to improve RLVR performance on LLM reasoning tasks.
(Details omitted as they are not crucial for this case study.) Sincefp1q “0is a real number, our solution is confirmed
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Semantic-Space Exploration and Exploitation in RLVR for LLM Reasoning
By quantifying exploration via Effective Rank in semantic hidden-state space, the work shows near-zero correlation with exploitation dynamics and introduces VERL to improve RLVR performance on LLM reasoning tasks.