R0041/2026-04-01/Q003/S03¶
WebSearch — RLVR limitations subjective tasks open-ended sycophancy
Summary¶
| Field | Value |
|---|---|
| Source/Database | WebSearch |
| Query terms | RLVR limitations subjective tasks open-ended questions creative sycophancy |
| Filters | None |
| Results returned | 10 |
| Results selected | 3 |
| Results rejected | 7 |
Selected Results¶
| Result | Title | URL | Rationale |
|---|---|---|---|
| S03-R01 | Extending RLVR to Open-Ended Tasks via MCQ Reformulation | https://arxiv.org/html/2511.02463v3 | Research on extending RLVR beyond verifiable domains |
| S03-R02 | Reinforcement Learning with Rubric Anchors | https://arxiv.org/pdf/2508.12790 | Alternative approach for subjective tasks |
| S03-R03 | Limit of RLVR | https://limit-of-rlvr.github.io/ | Research specifically on RLVR limitations |
Rejected Results¶
| Result | Title | URL | Rationale |
|---|---|---|---|
| S03-R04 | MCQ Reformulation (OpenReview) | https://openreview.net/forum?id=uZxyvmN72d | Same paper as R01 |
| S03-R05 | Rubric-Based Rewards for RL | https://cameronrwolfe.substack.com/p/rubric-rl | Commentary on R02 |
| S03-R06 | RLVR (EmergentMind topics) | https://www.emergentmind.com/topics/reinforcement-learning-with-verifiable-reward-rlvr | Aggregator |
| S03-R07 | Rubric Anchors Deep Dive | https://machinelearningatscale.substack.com/p/reinforcement-learning-with-rubric | Secondary analysis |
| S03-R08 | RL with Verifiable Rewards (EmergentMind) | https://www.emergentmind.com/topics/rl-with-verifiable-rewards-rlvr | Duplicate aggregator |
| S03-R09 | Diversity-Enhanced Reasoning for Subjective Questions | https://arxiv.org/abs/2507.20187 | Diversity approach, tangential |
| S03-R10 | Open Problems in RLHF | https://liralab.usc.edu/pdfs/publications/casper2023open.pdf | 2023 paper, pre-RLVR era |
Notes¶
Research on extending RLVR beyond verifiable domains is active but early-stage. The MCQ reformulation approach (R01) and rubric anchors (R02) represent attempts to bridge the gap but are not yet production-ready.