# Contextual Question Answering on 5% (forget set)

Source: [Contextual Question Answering on 5% (forget set)](<https://www.sota2.com/research/sota/contextual-question-answering-on-5-percent-forget-set>)

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

Data updated: 2026-05-28T06:51:18.841Z

Evaluation of Contextual Question Answering performance using the 5% (forget set) configuration.

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 | Contextual Question Answering |
| Dataset (including any stated split) | 5% (forget set) |
| Metric | ROUGE-L |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [ROUGE-L](<https://www.sota2.com/research/sota/contextual-question-answering-on-5-percent-forget-set.md?metric=ROUGE-L>): Higher is better; unit: PERCENT.

- [LLM Judge Score](<https://www.sota2.com/research/sota/contextual-question-answering-on-5-percent-forget-set.md?metric=LLM%20Judge%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ROUGE-L | Result date | Report paper |
| --- | --- | --- | --- |
| RMU | 91 | Not recorded | 68fa7c5d1e209131cea8dbff |
| NPO | 87 | Not recorded | 68fa7c5d1e209131cea8dbff |
| UNDIAL | 87 | Not recorded | 68fa7c5d1e209131cea8dbff |
| UNDIAL | 68 | Not recorded | 68fa7c5d1e209131cea8dbff |
| RMU | 67 | Not recorded | 68fa7c5d1e209131cea8dbff |
| NPO | 63 | Not recorded | 68fa7c5d1e209131cea8dbff |
| UNDIAL | 59 | Not recorded | 68fa7c5d1e209131cea8dbff |
| NPO | 55 | Not recorded | 68fa7c5d1e209131cea8dbff |
| UNDIAL | 53 | Not recorded | 68fa7c5d1e209131cea8dbff |
| NPO | 46 | Not recorded | 68fa7c5d1e209131cea8dbff |
| RMU | 18 | Not recorded | 68fa7c5d1e209131cea8dbff |
| RMU | 1 | Not recorded | 68fa7c5d1e209131cea8dbff |

### RMU

ROUGE-L: 91. Result ID: 6a17e435fbc373592c110b09.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

Recorded evaluation configuration: {"Model":"Gemma-2B-IT","Variant":"Context-aware"}. This record does not assert independent reproduction.

### NPO

ROUGE-L: 87. Result ID: 6a17e435fbc373592c110b07.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

Recorded evaluation configuration: {"Model":"Gemma-2B-IT","Variant":"Context-aware"}. This record does not assert independent reproduction.

### UNDIAL

ROUGE-L: 87. Result ID: 6a17e435fbc373592c110b0b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

Recorded evaluation configuration: {"Model":"Gemma-2B-IT","Variant":"Context-aware"}. This record does not assert independent reproduction.

### UNDIAL

ROUGE-L: 68. Result ID: 6a17e435fbc373592c110b11.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

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

### RMU

ROUGE-L: 67. Result ID: 6a17e435fbc373592c110b0f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

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

### NPO

ROUGE-L: 63. Result ID: 6a17e435fbc373592c110b0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

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

### UNDIAL

ROUGE-L: 59. Result ID: 6a17e435fbc373592c110b10.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

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

### NPO

ROUGE-L: 55. Result ID: 6a17e435fbc373592c110b06.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

Recorded evaluation configuration: {"Model":"Gemma-2B-IT","Variant":"Vanilla"}. This record does not assert independent reproduction.

### UNDIAL

ROUGE-L: 53. Result ID: 6a17e435fbc373592c110b0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

Recorded evaluation configuration: {"Model":"Gemma-2B-IT","Variant":"Vanilla"}. This record does not assert independent reproduction.

### NPO

ROUGE-L: 46. Result ID: 6a17e435fbc373592c110b0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

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

### RMU

ROUGE-L: 18. Result ID: 6a17e435fbc373592c110b0e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

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

### RMU

ROUGE-L: 1. Result ID: 6a17e435fbc373592c110b08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dbff.md>)

Recorded evaluation configuration: {"Model":"Gemma-2B-IT","Variant":"Vanilla"}. This record does not assert independent reproduction.

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