# Multi-aspect Controllable Text Generation on CompMCTG 1.0 (Original) Source: [Multi-aspect Controllable Text Generation on CompMCTG 1.0 (Original)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:46.898Z Evaluation of Multi-aspect Controllable Text Generation performance on the original split of the CompMCTG 1.0 dataset, measured using Aid. and Pid. 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 | Multi-aspect Controllable Text Generation | | Dataset (including any stated split) | CompMCTG 1.0 (Original) | | Metric | Aid Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 20 of 20 | | 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 - [Aid Score](): Higher is better; unit: PERCENT. - [Pid Score](): Higher is better; unit: PERCENT. - [Relevance (i.d.)](): Higher is better; unit: SCALAR. - [Fluency (i.d.)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Aid Score | Result date | Report paper | | --- | --- | --- | --- | | Dis-Lens | 85.46 | Not recorded | 68fa73671e209131cea5c3a8 | | Con. Prefix | 83.99 | Not recorded | 68fa73671e209131cea5c3a8 | | DCG | 79.93 | Not recorded | 68fa73671e209131cea5c3a8 | | CTRL | 79.1 | Not recorded | 68fa73671e209131cea5c3a8 | | Prior | 73.85 | Not recorded | 68fa73671e209131cea5c3a8 | | CatPrompt | 63.91 | Not recorded | 68fa73671e209131cea5c3a8 | | LLAMA-2 | 61.53 | Not recorded | 68fa73671e209131cea5c3a8 | | Fudge | 60.12 | Not recorded | 68fa73671e209131cea5c3a8 | | ChatGPT | 57.51 | Not recorded | 68fa73671e209131cea5c3a8 | | PPLM | 40.91 | Not recorded | 68fa73671e209131cea5c3a8 | ### Dis-Lens Aid Score: 85.46. Result ID: 6992c7293a6c314849116cc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach Type":"Separate-Training based"}. This record does not assert independent reproduction. ### Con. Prefix Aid Score: 83.99. Result ID: 6992c7293a6c314849116cc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach Type":"Joint-Training based"}. This record does not assert independent reproduction. ### DCG Aid Score: 79.93. Result ID: 6992c7293a6c314849116cc8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach Type":"Joint-Training based"}. This record does not assert independent reproduction. ### CTRL Aid Score: 79.1. Result ID: 6992c7293a6c314849116cc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach Type":"Joint-Training based"}. This record does not assert independent reproduction. ### Prior Aid Score: 73.85. Result ID: 6992c7293a6c314849116cc4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach Type":"Separate-Training based"}. This record does not assert independent reproduction. ### CatPrompt Aid Score: 63.91. Result ID: 6992c7293a6c314849116cc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach Type":"Joint-Training based"}. This record does not assert independent reproduction. ### LLAMA-2 Aid Score: 61.53. Result ID: 6992c7293a6c314849116cbf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach Type":"LLM+In-context Learning"}. This record does not assert independent reproduction. ### Fudge Aid Score: 60.12. Result ID: 6992c7293a6c314849116cc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach Type":"Decoding-Time based"}. This record does not assert independent reproduction. ### ChatGPT Aid Score: 57.51. Result ID: 6992c7293a6c314849116cc0. [Reporting paper]() Recorded evaluation configuration: {"Approach Type":"LLM+In-context Learning"}. This record does not assert independent reproduction. ### PPLM Aid Score: 40.91. Result ID: 6992c7293a6c314849116cc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach Type":"Decoding-Time based"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.