# Knowledge Editing on MQuAKE-3K

Source: [Knowledge Editing on MQuAKE-3K](<https://www.sota2.com/research/sota/knowledge-editing-on-mquake-3k>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-10T12:15:30.334Z

Evaluation of Knowledge Editing performance on the MQuAKE-3K dataset, measured by Efficacy, Paraphrase, and Specificity scores.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Knowledge Editing |
| Dataset (including any stated split) | MQuAKE-3K |
| Metric | Efficacy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Efficacy](<https://www.sota2.com/research/sota/knowledge-editing-on-mquake-3k.md?metric=Efficacy>): Higher is better; unit: PERCENT.

- [Paraphrase](<https://www.sota2.com/research/sota/knowledge-editing-on-mquake-3k.md?metric=Paraphrase>): Higher is better; unit: PERCENT.

- [Specificity](<https://www.sota2.com/research/sota/knowledge-editing-on-mquake-3k.md?metric=Specificity>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Efficacy | Result date | Report paper |
| --- | --- | --- | --- |
| ACE | 99.8 | Not recorded | 68fa7c061e209131cea8bf14 |
| ACE | 99.4 | Not recorded | 68fa7c061e209131cea8bf14 |
| FT | 98.4 | Not recorded | 68fa7c061e209131cea8bf14 |
| FT | 97.1 | Not recorded | 68fa7c061e209131cea8bf14 |
| PMET | 81.6 | Not recorded | 68fa7c061e209131cea8bf14 |
| PMET | 75.6 | Not recorded | 68fa7c061e209131cea8bf14 |
| ROME | 64.2 | Not recorded | 68fa7c061e209131cea8bf14 |
| MEMIT | 62.8 | Not recorded | 68fa7c061e209131cea8bf14 |
| MEMIT | 53.6 | Not recorded | 68fa7c061e209131cea8bf14 |
| ROME | 51.8 | Not recorded | 68fa7c061e209131cea8bf14 |

### ACE

Efficacy: 99.8. Result ID: 69b00b516dbb7075b959c9d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c061e209131cea8bf14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c061e209131cea8bf14.md>)

Recorded evaluation configuration: {"Base Model":"GPT-J"}. This record does not assert independent reproduction.

### ACE

Efficacy: 99.4. Result ID: 69b00b516dbb7075b959c9d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c061e209131cea8bf14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c061e209131cea8bf14.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-8B"}. This record does not assert independent reproduction.

### FT

Efficacy: 98.4. Result ID: 69b00b516dbb7075b959c9cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c061e209131cea8bf14.md>)

Recorded evaluation configuration: {"Base Model":"GPT-J"}. This record does not assert independent reproduction.

### FT

Efficacy: 97.1. Result ID: 69b00b516dbb7075b959c9ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c061e209131cea8bf14.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-8B"}. This record does not assert independent reproduction.

### PMET

Efficacy: 81.6. Result ID: 69b00b516dbb7075b959c9d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c061e209131cea8bf14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea5656d.md>)

Recorded evaluation configuration: {"Base Model":"GPT-J"}. This record does not assert independent reproduction.

### PMET

Efficacy: 75.6. Result ID: 69b00b516dbb7075b959c9d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c061e209131cea8bf14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea5656d.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-8B"}. This record does not assert independent reproduction.

### ROME

Efficacy: 64.2. Result ID: 69b00b516dbb7075b959c9cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c061e209131cea8bf14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e591e209131cea3f3c9.md>)

[Implementation](<https://rome.baulab.info/>)

Recorded evaluation configuration: {"Base Model":"GPT-J"}. This record does not assert independent reproduction.

### MEMIT

Efficacy: 62.8. Result ID: 69b00b516dbb7075b959c9d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c061e209131cea8bf14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49dc7.md>)

Recorded evaluation configuration: {"Base Model":"GPT-J"}. This record does not assert independent reproduction.

### MEMIT

Efficacy: 53.6. Result ID: 69b00b516dbb7075b959c9d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c061e209131cea8bf14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49dc7.md>)

Recorded evaluation configuration: {"Base Model":"Qwen3-8B"}. This record does not assert independent reproduction.

### ROME

Efficacy: 51.8. Result ID: 69b00b516dbb7075b959c9d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c061e209131cea8bf14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e591e209131cea3f3c9.md>)

[Implementation](<https://rome.baulab.info/>)

Recorded evaluation configuration: {"Base Model":"Qwen3-8B"}. This record does not assert independent reproduction.

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