# Knowledge Editing on AKEW (MQUAKE) Original questions

Source: [Knowledge Editing on AKEW (MQUAKE) Original questions](<https://www.sota2.com/research/sota/knowledge-editing-on-akew-mquake-original-questions>)

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

Data updated: 2026-02-26T05:37:43.963Z

Evaluation of Knowledge Editing performance using the Original questions subset derived from the AKEW (MQUAKE) dataset, measured by Bert Score and Rouge-L.

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) | AKEW (MQUAKE) Original questions |
| Metric | Bert Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Bert Score](<https://www.sota2.com/research/sota/knowledge-editing-on-akew-mquake-original-questions.md?metric=Bert%20Score>): Higher is better; unit: PERCENT.

- [Rouge-L](<https://www.sota2.com/research/sota/knowledge-editing-on-akew-mquake-original-questions.md?metric=Rouge-L>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Bert Score | Result date | Report paper |
| --- | --- | --- | --- |
| AnyEdit\* | 99.89 | Not recorded | 68fa7bfb1e209131cea8b9dd |
| AnyEdit\* | 99.09 | Not recorded | 68fa7bfb1e209131cea8b9dd |
| UnKE | 98.33 | Not recorded | 68fa7bfb1e209131cea8b9dd |
| AnyEdit | 98.14 | Not recorded | 68fa7bfb1e209131cea8b9dd |
| AnyEdit | 96.33 | Not recorded | 68fa7bfb1e209131cea8b9dd |
| UnKE | 95.04 | Not recorded | 68fa7bfb1e209131cea8b9dd |

### AnyEdit\*

Bert Score: 99.89. Result ID: 698b8d387a967eddb76f8766.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b9dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b9dd.md>)

[Implementation](<https://github.com/jianghoucheng/AnyEdit>)

Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction.

### AnyEdit\*

Bert Score: 99.09. Result ID: 698b8d387a967eddb76f8769.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b9dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b9dd.md>)

[Implementation](<https://github.com/jianghoucheng/AnyEdit>)

Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-It"}. This record does not assert independent reproduction.

### UnKE

Bert Score: 98.33. Result ID: 698b8d387a967eddb76f8765.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b9dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa771b1e209131cea71076.md>)

Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction.

### AnyEdit

Bert Score: 98.14. Result ID: 698b8d387a967eddb76f8767.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b9dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b9dd.md>)

[Implementation](<https://github.com/jianghoucheng/AnyEdit>)

Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-It"}. This record does not assert independent reproduction.

### AnyEdit

Bert Score: 96.33. Result ID: 698b8d387a967eddb76f8764.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b9dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b9dd.md>)

[Implementation](<https://github.com/jianghoucheng/AnyEdit>)

Recorded evaluation configuration: {"LLM":"Llama3-8B-It"}. This record does not assert independent reproduction.

### UnKE

Bert Score: 95.04. Result ID: 698b8d387a967eddb76f8768.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bfb1e209131cea8b9dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa771b1e209131cea71076.md>)

Recorded evaluation configuration: {"LLM":"Qwen2.5-7B-It"}. This record does not assert independent reproduction.

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