ROSE Editing - T=100 - E-IC - Reliability: leaderboard
ROSE v1 knowledge editing E-IC, Reliability, T=100 sequential edits, native percentage. Exact LLaVA-v1.5-7B/MiniGPT-4-7B backbones and editing methods retained as run identities; no score transfer to the frozen base or claim of a released edited checkpoint. Source explicitly attributes baseline method results to Chen et al.[18]; those rows remain labeled cited-Chen-et-al-18 and are not new independent author replications. ROSE rows are author results. Different edit horizons and reliability/generality/locality outcomes remain separate; resource times/VRAM and hyperparameter-search ablations are withheld.
Metric: Knowledge editing correctness / retention (%). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 18 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | LLaVA-v1.5-7B (ROSE Run: edits=T=100;method=ROSE;provenance=author;effort=source-unreported) | 93.28 | |
| 2 | MiniGPT-4-7B (ROSE Run: edits=T=100;method=ROSE;provenance=author;effort=source-unreported) | 91.41 | |
| 3 | MiniGPT-4-7B (ROSE Run: edits=T=100;method=LiveEdit;provenance=cited-Chen-et-al-18;effort=source-unreported) | 84.38 | |
| 4 | LLaVA-v1.5-7B (ROSE Run: edits=T=100;method=LiveEdit;provenance=cited-Chen-et-al-18;effort=source-unreported) | 80.81 | |
| 5 | LLaVA-v1.5-7B (ROSE Run: edits=T=100;method=FT-L;provenance=cited-Chen-et-al-18;effort=source-unreported) | 65.08 | |
| 6 | MiniGPT-4-7B (ROSE Run: edits=T=100;method=FT-L;provenance=cited-Chen-et-al-18;effort=source-unreported) | 62.35 | |
| 7 | LLaVA-v1.5-7B (ROSE Run: edits=T=100;method=FT-M;provenance=cited-Chen-et-al-18;effort=source-unreported) | 59.41 | |
| 8 | MiniGPT-4-7B (ROSE Run: edits=T=100;method=FT-M;provenance=cited-Chen-et-al-18;effort=source-unreported) | 58.93 | |
| 9 | LLaVA-v1.5-7B (ROSE Run: edits=T=100;method=MEND;provenance=cited-Chen-et-al-18;effort=source-unreported) | 56.83 | |
| 10 | LLaVA-v1.5-7B (ROSE Run: edits=T=100;method=LEMoE;provenance=cited-Chen-et-al-18;effort=source-unreported) | 55.36 |
Interactive version: theaggregate.ai/benchmark?slug=rose-editing-t-100-e-ic-reliability · How It Works · Data refreshed daily, snapshot 2026-11-12.