Rights and reuse
The repository owner selected MIT on 15 September 2026 for the authors' original RLVRAMBench research data and reproduction software. The accompanying MIT license covers the authors' original benchmark measurements, curated tables, analysis/evaluation code, and benchmark documentation to the extent the authors hold the relevant rights.
This is not a blanket relicensing of the evidence archive or upstream
material. In the larger research repository the applicable license text is
LICENSE-RLVRAMBench; in the standalone code and dataset repositories it
is LICENSE. The original paper remains an authored manuscript;
this notice does not select a journal publication license on the authors'
behalf.
Third-party source code, prepared or quoted upstream dataset content, model descriptions, and the IEEE manuscript template retain their own terms and notices. In particular, the instrumented VERL runtime and the TransferQueue dependency retain the license files in their respective directories. Dataset attribution and recorded upstream terms accompany the archived evidence. Users must follow those terms for the corresponding material, including prepared workload examples.
No upstream model weights, trained checkpoint shards, or optimizer-state payloads are redistributed in this release. Their exact identities and versions are recorded for users to obtain under the upstream terms.
The benchmark and reproduction-code repositories are public and ungated. No DOI is asserted until the authors create one. License selection is separate from author submission approval, funding/conflict declarations, and any final journal paperwork.