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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