R0057/2026-04-01/C006 — Claim Definition¶
Claim as Received¶
At least six major alternatives to RLHF have emerged since 2022 (DPO, KTO, GRPO, Constitutional AI, ORPO, RLVR).
Claim as Clarified¶
At least six major alternatives to RLHF have emerged since 2022 (DPO, KTO, GRPO, Constitutional AI, ORPO, RLVR).
BLUF¶
Confirmed. All six named alternatives are well-documented: DPO (2023), KTO (2024), GRPO (2024), Constitutional AI (2022), ORPO (2024), and RLVR (2024-2025). All are widely adopted or cited.
Scope¶
- Domain: AI sycophancy research
- Timeframe: Current (2024-2026)
- Testability: Verifiable against published research and public records
Assessment Summary¶
Probability: Almost certain (95-99%)
Confidence: High
Hypothesis outcome: H1 is supported based on available evidence.
[Full assessment in assessment.md.]
Status¶
| Field | Value |
|---|---|
| Date created | 2026-04-01 |
| Date completed | 2026-04-01 |
| Researcher profile | Phillip Moore |
| Prompt version | Unified Research Methodology v1 |
| Revisit by | 2027-04-01 |
| Revisit trigger | If any of the six named alternatives is shown to not qualify as a major alternative |