# Multi-Aspect Controllable Text Generation on Fyelp CompMCTG (Hold-Out) Source: [Multi-Aspect Controllable Text Generation on Fyelp CompMCTG (Hold-Out)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:38.635Z Evaluation of Multi-Aspect Controllable Text Generation performance on the hold-out split of the Fyelp CompMCTG dataset, focusing on aspect completeness (Acomp) and preference score (Pcomp). 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-Aspect Controllable Text Generation | | Dataset (including any stated split) | Fyelp CompMCTG (Hold-Out) | | Metric | Acomp | | 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 - [Acomp](): Higher is better; unit: PERCENT. - [Preference Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Acomp | Result date | Report paper | | --- | --- | --- | --- | | Meta-Con.Prefix | 94.06 | Not recorded | 68fa73671e209131cea5c3a8 | | Con. Prefix | 92.79 | Not recorded | 68fa73671e209131cea5c3a8 | | Meta-CTRL | 83.85 | Not recorded | 68fa73671e209131cea5c3a8 | | CTRL | 82.02 | Not recorded | 68fa73671e209131cea5c3a8 | | Meta-DCG | 81.15 | Not recorded | 68fa73671e209131cea5c3a8 | | DCG | 80.61 | Not recorded | 68fa73671e209131cea5c3a8 | | Meta-CTRL | 68.69 | Not recorded | 68fa73671e209131cea5c3a8 | | CTRL | 68.23 | Not recorded | 68fa73671e209131cea5c3a8 | | Meta-Con.Prefix | 67.75 | Not recorded | 68fa73671e209131cea5c3a8 | | Con. Prefix | 67.5 | Not recorded | 68fa73671e209131cea5c3a8 | | DCG | 66.39 | Not recorded | 68fa73671e209131cea5c3a8 | | Meta-DCG | 66.36 | Not recorded | 68fa73671e209131cea5c3a8 | ### Meta-Con.Prefix Acomp: 94.06. Result ID: 6992c7293a6c314849116c9c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Framework":"Meta-MCTG"}. This record does not assert independent reproduction. ### Con. Prefix Acomp: 92.79. Result ID: 6992c7293a6c314849116c9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Framework":"Standard"}. This record does not assert independent reproduction. ### Meta-CTRL Acomp: 83.85. Result ID: 6992c7293a6c314849116c9a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Framework":"Meta-MCTG"}. This record does not assert independent reproduction. ### CTRL Acomp: 82.02. Result ID: 6992c7293a6c314849116c99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Framework":"Standard"}. This record does not assert independent reproduction. ### Meta-DCG Acomp: 81.15. Result ID: 6992c7293a6c314849116c9e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Framework":"Meta-MCTG"}. This record does not assert independent reproduction. ### DCG Acomp: 80.61. Result ID: 6992c7293a6c314849116c9d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Framework":"Standard"}. This record does not assert independent reproduction. ### Meta-CTRL Acomp: 68.69. Result ID: 6992c7293a6c314849116c88. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Framework":"Meta-MCTG"}. This record does not assert independent reproduction. ### CTRL Acomp: 68.23. Result ID: 6992c7293a6c314849116c87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Framework":"Standard"}. This record does not assert independent reproduction. ### Meta-Con.Prefix Acomp: 67.75. Result ID: 6992c7293a6c314849116c8a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Framework":"Meta-MCTG"}. This record does not assert independent reproduction. ### Con. Prefix Acomp: 67.5. Result ID: 6992c7293a6c314849116c89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Framework":"Standard"}. This record does not assert independent reproduction. ### DCG Acomp: 66.39. Result ID: 6992c7293a6c314849116c8b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Framework":"Standard"}. This record does not assert independent reproduction. ### Meta-DCG Acomp: 66.36. Result ID: 6992c7293a6c314849116c8c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Framework":"Meta-MCTG"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.