R0041/2026-04-01/Q003/S01¶
WebSearch — RLVR reinforcement learning verifiable rewards sycophancy
Summary¶
| Field | Value |
|---|---|
| Source/Database | WebSearch |
| Query terms | RLVR reinforcement learning verifiable rewards sycophancy elimination 2025 2026 |
| Filters | None |
| Results returned | 10 |
| Results selected | 3 |
| Results rejected | 7 |
Selected Results¶
| Result | Title | URL | Rationale |
|---|---|---|---|
| S01-R01 | Reinforcement Learning with Verifiable Rewards Makes Models Faster, Not Smarter | https://www.promptfoo.dev/blog/rlvr-explained/ | Comprehensive technical explainer with comparisons to RLHF/DPO |
| S01-R02 | Reinforcement Learning from Verifiable Rewards (Label Studio) | https://labelstud.io/blog/reinforcement-learning-from-verifiable-rewards/ | Technical implementation details |
| S01-R03 | awesome-RLVR (GitHub) | https://github.com/opendilab/awesome-RLVR | Curated list of RLVR research papers |
Rejected Results¶
| Result | Title | URL | Rationale |
|---|---|---|---|
| S01-R04 | RLVR Implicitly Incentivizes Correct Reasoning (arxiv) | https://arxiv.org/abs/2506.14245 | Academic paper, covered by R01 explainer |
| S01-R05 | Knowledge-to-Verification (OpenReview) | https://openreview.net/forum?id=EVS7SeKBqI | Niche application, limited scope |
| S01-R06 | RLVR with Noisy Rewards (arxiv) | https://arxiv.org/abs/2510.00915 | Imperfect verifiers, covered by R01 |
| S01-R07 | RLVR Implicitly Incentivizes (PDF) | https://arxiv.org/pdf/2506.14245 | PDF of R04 |
| S01-R08 | RLVR Noisy Rewards (HTML) | https://arxiv.org/html/2510.00915v1 | HTML of R06 |
| S01-R09 | RLVR (HuggingFace papers) | https://huggingface.co/papers/2506.14245 | HuggingFace page for R04 |
| S01-R10 | RLVR (EmergentMind) | https://www.emergentmind.com/topics/reinforcement-learning-with-verified-rewards-rlvr | Aggregator page |
Notes¶
The Promptfoo explainer (R01) is exceptionally thorough, covering RLVR methodology, comparison to RLHF/DPO, failure modes, and the "sampler vs. thinker" debate. It serves as the primary source for Q003.