# Knowledge Conflict Resolution on KID-Bench v2

Source: [Knowledge Conflict Resolution on KID-Bench v2](<https://www.sota2.com/research/sota/knowledge-conflict-resolution-on-kid-bench-v2>)

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

Data updated: 2026-04-28T09:10:57.936Z

Evaluation of model performance on resolving knowledge conflicts using the KID-Bench v2 dataset, measured across various difficulty levels (A, B, C-Light, C-Medium, C-Deep).

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) | KID-Bench v2 |
| Metric | Performance (Difficulty A) |
| 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

- [Performance (Difficulty A)](<https://www.sota2.com/research/sota/knowledge-conflict-resolution-on-kid-bench-v2.md?metric=Performance%20(Difficulty%20A)>): Higher is better; unit: PERCENT.

- [Performance (Difficulty B)](<https://www.sota2.com/research/sota/knowledge-conflict-resolution-on-kid-bench-v2.md?metric=Performance%20(Difficulty%20B)>): Higher is better; unit: PERCENT.

- [Performance (Difficulty C-Light)](<https://www.sota2.com/research/sota/knowledge-conflict-resolution-on-kid-bench-v2.md?metric=Performance%20(Difficulty%20C-Light)>): Higher is better; unit: PERCENT.

- [Performance (Difficulty C-Medium)](<https://www.sota2.com/research/sota/knowledge-conflict-resolution-on-kid-bench-v2.md?metric=Performance%20(Difficulty%20C-Medium)>): Higher is better; unit: PERCENT.

- [Performance (Difficulty C-Deep)](<https://www.sota2.com/research/sota/knowledge-conflict-resolution-on-kid-bench-v2.md?metric=Performance%20(Difficulty%20C-Deep)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Performance (Difficulty A) | Result date | Report paper |
| --- | --- | --- | --- |
| RAG | 97.6 | Not recorded | 69f03f5255a3c32af89fa35f |
| Conflict-Aware | 97.1 | Not recorded | 69f03f5255a3c32af89fa35f |
| D2L Baseline | 96.7 | Not recorded | 69f03f5255a3c32af89fa35f |
| SLB | 95.5 | Not recorded | 69f03f5255a3c32af89fa35f |

### RAG

Performance (Difficulty A): 97.6. Result ID: 69f0795847f34ce924d69728.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

Recorded evaluation configuration: {"Knowledge internalization strategy":"doc in context"}. This record does not assert independent reproduction.

### Conflict-Aware

Performance (Difficulty A): 97.1. Result ID: 69f0795847f34ce924d6972b.

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

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

Recorded evaluation configuration: {"Knowledge internalization strategy":"internalized into weights"}. This record does not assert independent reproduction.

### D2L Baseline

Performance (Difficulty A): 96.7. Result ID: 69f0795847f34ce924d69729.

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

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

Recorded evaluation configuration: {"Knowledge internalization strategy":"internalized into weights"}. This record does not assert independent reproduction.

### SLB

Performance (Difficulty A): 95.5. Result ID: 69f0795847f34ce924d6972a.

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

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

Recorded evaluation configuration: {"Knowledge internalization strategy":"internalized into weights","Adaptation parameters":"25%/1.75×"}. This record does not assert independent reproduction.

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