R0041/2026-04-01/Q003 — Self-Audit¶
ROBIS 4-Domain Audit¶
Domain 1: Eligibility Criteria¶
Rating: Low risk
| Criterion | Assessment |
|---|---|
| Criteria defined before searching | Yes -- RLVR methodology, comparison to RLHF/DPO/KTO, domains, limitations, and sycophancy connection defined |
| Criteria consistent throughout | Yes |
| Scope appropriate | Mostly -- KTO was underrepresented in the evidence |
Notes: The query asked about KTO specifically but insufficient KTO-specific evidence was found. This is flagged as a gap.
Domain 2: Search Comprehensiveness¶
Rating: Low risk
| Criterion | Assessment |
|---|---|
| Multiple search strategies used | Yes -- 3 searches across methodology, production implementation, and limitations |
| Searches designed to test each hypothesis | Yes -- searched for RLVR applicability (H1), domain limitations (H2), and fundamental critiques (H3) |
| All results dispositioned | Yes -- 30 results returned, all dispositioned |
| Source diversity achieved | Yes -- academic papers, technical explainers, implementation guides |
Notes: 30 search results dispositioned across 3 searches.
Domain 3: Evaluation Consistency¶
Rating: Low risk
| Criterion | Assessment |
|---|---|
| All sources scored using same framework | Yes |
| Evidence typed consistently | Yes |
| ACH matrix applied | Yes |
| Diagnosticity analysis performed | Yes |
Notes: No inconsistencies detected.
Domain 4: Synthesis Fairness¶
Rating: Low risk
| Criterion | Assessment |
|---|---|
| All hypotheses given fair hearing | Yes -- H1 (broad applicability) was given fair hearing despite being unlikely |
| Contradictory evidence surfaced | Yes -- RLVR's genuine value in verifiable domains acknowledged despite overall skeptical conclusion |
| Confidence calibrated to evidence | Yes -- Medium-High reflects strong technical evidence with acknowledged rapid field movement |
| Gaps acknowledged | Yes -- KTO gap, direct sycophancy comparison gap |
Notes: The assessment is balanced, acknowledging RLVR's genuine contributions while honestly characterizing limitations.
Domain 5: Source-Back Verification¶
Rating: Low risk
| Source | Claim in Assessment | Source Actually Says | Match? |
|---|---|---|---|
| SRC01 | RLVR "works where ground truth exists, fails for creative writing" | Source states: "works where ground truth exists. It fails for creative writing, brand voice, or nuanced argumentation" | Yes |
| SRC01 | 71% compression vs. minimal capability gain | Source states "71% compression versus minimal capability gain" | Yes |
| SRC03 | RLVR "cannot be directly applied to open-ended tasks" | Source states: "Since RLVR fundamentally relies on verifiers that presuppose the existence of standard answers, it cannot be directly applied to open-ended tasks" | Yes |
| SRC04 | DeepSeek V3 most sycophantic in Stanford study | Stanford/CMU study found DeepSeek V3 affirming users "55% more than humans" -- most among 11 models | Yes |
Discrepancies found: 0
Corrections applied: None needed
Unresolved flags: None
Notes: All claims verified. The DeepSeek sycophancy claim was verified against the Stanford study, not the DeepSeek paper itself (which does not measure sycophancy).
Overall Assessment¶
Overall risk of bias: Low risk
Strong technical evidence base with consistent findings across sources. The main limitation is the KTO coverage gap.
Researcher Bias Check¶
- Preference for comprehensive solutions: The researcher may prefer a single solution to sycophancy over incremental progress. MITIGATION: The assessment honestly acknowledges RLVR's genuine value in verifiable domains rather than dismissing it entirely.
- Overweighting anecdotal experience: The researcher uses AI tools professionally and may overweight personal experience with sycophancy in conversational contexts, where RLVR does not apply. MITIGATION: Evidence-driven assessment using academic papers and benchmarks rather than personal experience.