# Multi-hop Knowledge Editing on MQuAKE CF v2

Source: [Multi-hop Knowledge Editing on MQuAKE CF v2](<https://www.sota2.com/research/sota/multi-hop-knowledge-editing-on-mquake-cf-v2>)

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

Data updated: 2026-02-26T05:21:46.845Z

Evaluation of Multi-hop Knowledge Editing performance on the MQuAKE CF v2 dataset, measured by Edit-wise, 2-hop, 3-hop, and 4-hop metrics.

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 | Multi-hop Knowledge Editing |
| Dataset (including any stated split) | MQuAKE CF v2 |
| Metric | 2-hop 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

- [2-hop Score](<https://www.sota2.com/research/sota/multi-hop-knowledge-editing-on-mquake-cf-v2.md?metric=2-hop%20Score>): Higher is better; unit: PERCENT.

- [Edit-wise Score](<https://www.sota2.com/research/sota/multi-hop-knowledge-editing-on-mquake-cf-v2.md?metric=Edit-wise%20Score>): Higher is better; unit: PERCENT.

- [3-hop Score](<https://www.sota2.com/research/sota/multi-hop-knowledge-editing-on-mquake-cf-v2.md?metric=3-hop%20Score>): Higher is better; unit: PERCENT.

- [4-hop Score](<https://www.sota2.com/research/sota/multi-hop-knowledge-editing-on-mquake-cf-v2.md?metric=4-hop%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | 2-hop Score | Result date | Report paper |
| --- | --- | --- | --- |
| Base | 69.1 | Not recorded | 69326701d6b0dd334293424a |
| EtCon | 24.2 | Not recorded | 69326701d6b0dd334293424a |
| ALPHA | 13.9 | Not recorded | 69326701d6b0dd334293424a |
| MMKE | 12 | Not recorded | 69326701d6b0dd334293424a |
| FT-M | 2.7 | Not recorded | 69326701d6b0dd334293424a |
| MEMIT | 1.1 | Not recorded | 69326701d6b0dd334293424a |

### Base

2-hop Score: 69.1. Result ID: 6996ccaa5698665ec4188a27.

[Reporting paper](<https://www.sota2.com/research/paper/69326701d6b0dd334293424a.md>)

Recorded evaluation configuration: {"evaluation\_target":"unedited answers"}. This record does not assert independent reproduction.

### EtCon

2-hop Score: 24.2. Result ID: 6996ccaa5698665ec4188a2c.

[Reporting paper](<https://www.sota2.com/research/paper/69326701d6b0dd334293424a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69326701d6b0dd334293424a.md>)

[Implementation](<https://github.com/RlinL/EtCon>)

Recorded evaluation configuration: {"evaluation\_target":"edited answers"}. This record does not assert independent reproduction.

### ALPHA

2-hop Score: 13.9. Result ID: 6996ccaa5698665ec4188a29.

[Reporting paper](<https://www.sota2.com/research/paper/69326701d6b0dd334293424a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78351e209131cea77370.md>)

Recorded evaluation configuration: {"evaluation\_target":"edited answers"}. This record does not assert independent reproduction.

### MMKE

2-hop Score: 12. Result ID: 6996ccaa5698665ec4188a2a.

[Reporting paper](<https://www.sota2.com/research/paper/69326701d6b0dd334293424a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79671e209131cea7d6da.md>)

Recorded evaluation configuration: {"evaluation\_target":"edited answers"}. This record does not assert independent reproduction.

### FT-M

2-hop Score: 2.7. Result ID: 6996ccaa5698665ec4188a28.

[Reporting paper](<https://www.sota2.com/research/paper/69326701d6b0dd334293424a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75bf1e209131cea69b09.md>)

[Implementation](<https://github.com/zjunlp/EasyEdit>)

Recorded evaluation configuration: {"evaluation\_target":"edited answers"}. This record does not assert independent reproduction.

### MEMIT

2-hop Score: 1.1. Result ID: 6996ccaa5698665ec4188a2b.

[Reporting paper](<https://www.sota2.com/research/paper/69326701d6b0dd334293424a.md>)

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

Recorded evaluation configuration: {"evaluation\_target":"edited answers"}. This record does not assert independent reproduction.

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