R0041/2026-04-01/Q003/SRC03
Research on extending RLVR to open-ended tasks
Source
| Field |
Value |
| Title |
Extending RLVR to Open-Ended Tasks via Verifiable Multiple-Choice Reformulation |
| Publisher |
arXiv |
| Author(s) |
Various researchers |
| Date |
2025 |
| URL |
https://arxiv.org/html/2511.02463v3 |
| Type |
Research paper |
Summary
| Dimension |
Rating |
| Reliability |
Medium-High |
| Relevance |
High |
| Bias: Missing data |
Low risk |
| Bias: Measurement |
Low risk |
| Bias: Selective reporting |
Low risk |
| Bias: Randomization |
N/A -- not an RCT |
| Bias: Protocol deviation |
N/A -- not an RCT |
| Bias: COI/Funding |
Low risk |
Rationale
| Dimension |
Rationale |
| Reliability |
Research paper with documented methodology; addresses the specific limitation of RLVR for open-ended tasks |
| Relevance |
Directly addresses the gap between RLVR's current capabilities and the domains where sycophancy matters |
| Bias flags |
Academic research with no apparent commercial conflicts |
| Evidence ID |
Summary |
| SRC03-E01 |
RLVR cannot be directly applied to open-ended tasks; RLVR degrades generation diversity |