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This update to the RLM arXiv paper adds depth>1 experiments with recursive RLM calls, showing significant performance gains on OOLONG-Pairs and other benchmarks, along with new comparisons to OpenCode and Claude Code, additional training results on MRCRv2, and an expanded error analysis.