# Repro: XRPO: Pushing the Limits of GRPO with Targeted Exploration and Exploitation

## Pages

| Page |
| --- |
| [Claim 1: pass@1 vs GSPO](#/claim-1-pass-1-vs-gspo) |
| [Claim 2: cons@32 vs GSPO](#/claim-2-cons-32-vs-gspo) |
| [Claim 3: training convergence speedup](#/claim-3-training-convergence-speedup) |
| [Claim 4: ablations (ICL seeding, novelty sharpening)](#/claim-4-ablations-icl-seeding-novelty-sharpening) |
| [Claim 5: response length reduction](#/claim-5-response-length-reduction) |
| [Conclusion](#/conclusion) |
| [Overview & Scope](#/overview-scope) |