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RLVR

3 open-access journal articles on RLVR, published in 2026 in Life of Research. Every record is free to read and download, with a permanent link and a ready-made citation.

3 records

Journal article

Curriculum Is Three Claims, Not One: Ordering, Selection and Decomposition in RLVR, and the Random-Order Control Almost Nobody Runs

Curriculum learning entered large-scale reasoning training through reinforcement learning with verifiable rewards (RLVR): difficulty-ordered or difficulty-filtered problem schedules are now routine in systems built on GRPO and DAPO, and dozens of 2024-2026 papers report a gain from some version of…

Cite Related research LOR-00051 · 6 views · 34 downloads
PDF5.8 MB

Journal article

The Crossover Does Not Carry the Claim: Pass@k Inversion, the Reasoning Boundary, and Five Premises the RLVR Debate Leaves Unstated

A model trained with reinforcement learning from verifiable rewards beats its base model at one sample and loses to it at many. The field has read that crossover as a measurement of the reasoning boundary and has spent two years arguing about which direction the boundary moved. This paper…

Cite Related research LOR-00072 · 7 views · 10 downloads
PDF461 KB

Journal article

The Crossover Does Not Carry the Claim: Pass@k Inversion, the Reasoning Boundary, and Five Premises the RLVR Debate Leaves Unstated

A model trained with reinforcement learning from verifiable rewards beats its base model at one sample and loses to it at many. The field has read that crossover as a measurement of the reasoning boundary and has spent two years arguing about which direction the boundary moved. This paper…

Cite Related research LOR-00034 · 6 views · 30 downloads
PDF457.3 KB

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