# Direct Question Answering on 5% (forget set) Source: [Direct Question Answering on 5% (forget set)]() Collection index: [llms.txt]() Data updated: 2026-05-28T06:51:18.804Z Evaluation of model performance on the 5% forget set subset for Direct Question Answering, reporting ROUGE-L and LLM-Judge scores. 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 | Direct Question Answering | | Dataset (including any stated split) | 5% (forget set) | | Metric | ROUGE-L Score | | 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 Score](): Higher is better; unit: PERCENT. - [LLM Judge Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | ROUGE-L Score | Result date | Report paper | | --- | --- | --- | --- | | NPO | 36 | Not recorded | 68fa7c5d1e209131cea8dbff | | UNDIAL | 34 | Not recorded | 68fa7c5d1e209131cea8dbff | | UNDIAL | 33 | Not recorded | 68fa7c5d1e209131cea8dbff | | UNDIAL | 33 | Not recorded | 68fa7c5d1e209131cea8dbff | | UNDIAL | 32 | Not recorded | 68fa7c5d1e209131cea8dbff | | NPO | 31 | Not recorded | 68fa7c5d1e209131cea8dbff | | NPO | 29 | Not recorded | 68fa7c5d1e209131cea8dbff | | NPO | 27 | Not recorded | 68fa7c5d1e209131cea8dbff | | RMU | 13 | Not recorded | 68fa7c5d1e209131cea8dbff | | RMU | 13 | Not recorded | 68fa7c5d1e209131cea8dbff | | RMU | 10 | Not recorded | 68fa7c5d1e209131cea8dbff | | RMU | 4 | Not recorded | 68fa7c5d1e209131cea8dbff | ### NPO ROUGE-L Score: 36. Result ID: 6a17e435fbc373592c110afb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma-2B-IT","Variant":"Context-aware"}. This record does not assert independent reproduction. ### UNDIAL ROUGE-L Score: 34. Result ID: 6a17e435fbc373592c110aff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma-2B-IT","Variant":"Context-aware"}. This record does not assert independent reproduction. ### UNDIAL ROUGE-L Score: 33. Result ID: 6a17e435fbc373592c110afe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma-2B-IT","Variant":"Vanilla"}. This record does not assert independent reproduction. ### UNDIAL ROUGE-L Score: 33. Result ID: 6a17e435fbc373592c110b05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","Variant":"Context-aware"}. This record does not assert independent reproduction. ### UNDIAL ROUGE-L Score: 32. Result ID: 6a17e435fbc373592c110b04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","Variant":"Vanilla"}. This record does not assert independent reproduction. ### NPO ROUGE-L Score: 31. Result ID: 6a17e435fbc373592c110afa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma-2B-IT","Variant":"Vanilla"}. This record does not assert independent reproduction. ### NPO ROUGE-L Score: 29. Result ID: 6a17e435fbc373592c110b01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","Variant":"Context-aware"}. This record does not assert independent reproduction. ### NPO ROUGE-L Score: 27. Result ID: 6a17e435fbc373592c110b00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","Variant":"Vanilla"}. This record does not assert independent reproduction. ### RMU ROUGE-L Score: 13. Result ID: 6a17e435fbc373592c110afd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma-2B-IT","Variant":"Context-aware"}. This record does not assert independent reproduction. ### RMU ROUGE-L Score: 13. Result ID: 6a17e435fbc373592c110b03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","Variant":"Context-aware"}. This record does not assert independent reproduction. ### RMU ROUGE-L Score: 10. Result ID: 6a17e435fbc373592c110b02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-8B","Variant":"Vanilla"}. This record does not assert independent reproduction. ### RMU ROUGE-L Score: 4. Result ID: 6a17e435fbc373592c110afc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma-2B-IT","Variant":"Vanilla"}. This record does not assert independent reproduction. Page 1 of 1. 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