# Knowledge Conflict Resolution on RippleEdits style 40 q

Source: [Knowledge Conflict Resolution on RippleEdits style 40 q](<https://www.sota2.com/research/sota/knowledge-conflict-resolution-on-rippleedits-style-40-q>)

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

Data updated: 2026-04-28T09:10:57.792Z

Evaluation of model performance on Knowledge Conflict Resolution using the RippleEdits style 40 q dataset, measured by Accuracy.

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 Conflict Resolution |
| Dataset (including any stated split) | RippleEdits style 40 q |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/knowledge-conflict-resolution-on-rippleedits-style-40-q.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Conflict-Aware | 77.5 | Not recorded | 69f03f5255a3c32af89fa35f |
| ROME | 72.5 | Not recorded | 69f03f5255a3c32af89fa35f |
| SLB | 65 | Not recorded | 69f03f5255a3c32af89fa35f |
| Baseline | 42.5 | Not recorded | 69f03f5255a3c32af89fa35f |

### Conflict-Aware

Accuracy: 77.5. Result ID: 69f0795847f34ce924d6971d.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5255a3c32af89fa35f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f5255a3c32af89fa35f.md>)

Recorded evaluation configuration: {"Backbone":"Mistral-7B-Instruct-v0.2","Hyperparameters":"KID-Bench-tuned"}. This record does not assert independent reproduction.

### ROME

Accuracy: 72.5. Result ID: 69f0795847f34ce924d6971e.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5255a3c32af89fa35f.md>)

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

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

Recorded evaluation configuration: {"Backbone":"Mistral-7B-Instruct-v0.2","Implementation":"EasyEdit","Edit Layer":"5","Gradient Steps":"25 per question"}. This record does not assert independent reproduction.

### SLB

Accuracy: 65. Result ID: 69f0795847f34ce924d6971c.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5255a3c32af89fa35f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f5255a3c32af89fa35f.md>)

Recorded evaluation configuration: {"Backbone":"Mistral-7B-Instruct-v0.2","Hyperparameters":"KID-Bench-tuned"}. This record does not assert independent reproduction.

### Baseline

Accuracy: 42.5. Result ID: 69f0795847f34ce924d6971b.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f5255a3c32af89fa35f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6996992a09c33900fcd71f6d.md>)

Recorded evaluation configuration: {"Backbone":"Mistral-7B-Instruct-v0.2","Hyperparameters":"KID-Bench-tuned"}. This record does not assert independent reproduction.

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