R0055/2026-04-01/C009/SRC01/E01¶
RLVR primarily works in math/code but active research extends it to other domains; 'only works' is overstated
URL: https://arxiv.org/pdf/2503.23829
Extract¶
RLVR has mainly demonstrated success on tasks with precisely structured solutions such as mathematical reasoning or code generation. However, 'only works' overstates the limitation: research is expanding RLVR to knowledge-intensive domains. Only 60.3% of math problems have verifiable single-term answers. RLVR fails for creative writing, brand voice, or nuanced argumentation.
Relevance to Hypotheses¶
| Hypothesis | Relationship | Strength |
|---|---|---|
| H1 | Supports | Moderate |
| H2 | Supports | Strong |
| H3 | Contradicts | Strong |
Context¶
Evidence directly relevant to testing the claim's factual assertions.