# Multi-Aspect Controllable Text Generation on Fyelp ACD CompMCTG

Source: [Multi-Aspect Controllable Text Generation on Fyelp ACD CompMCTG](<https://www.sota2.com/research/sota/multi-aspect-controllable-text-generation-on-fyelp-acd-compmctg>)

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

Data updated: 2026-02-26T05:34:38.654Z

Evaluation of models performing multi-aspect controllable text generation on the Fyelp ACD CompMCTG dataset, measured by Acomp and Pcomp 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) | Fyelp ACD CompMCTG |
| 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](<https://www.sota2.com/research/sota/multi-aspect-controllable-text-generation-on-fyelp-acd-compmctg.md?metric=Acomp>): Higher is better; unit: PERCENT.

- [Pcomp](<https://www.sota2.com/research/sota/multi-aspect-controllable-text-generation-on-fyelp-acd-compmctg.md?metric=Pcomp>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Acomp | Result date | Report paper |
| --- | --- | --- | --- |
| Meta-Con.Prefix | 90.4 | Not recorded | 68fa73671e209131cea5c3a8 |
| Con. Prefix | 88.84 | Not recorded | 68fa73671e209131cea5c3a8 |
| Meta-CTRL | 78.27 | Not recorded | 68fa73671e209131cea5c3a8 |
| Meta-DCG | 75.88 | Not recorded | 68fa73671e209131cea5c3a8 |
| DCG | 75.72 | Not recorded | 68fa73671e209131cea5c3a8 |
| CTRL | 74.63 | Not recorded | 68fa73671e209131cea5c3a8 |
| Meta-CTRL | 65.77 | Not recorded | 68fa73671e209131cea5c3a8 |
| CTRL | 65.31 | Not recorded | 68fa73671e209131cea5c3a8 |
| Meta-DCG | 64.84 | Not recorded | 68fa73671e209131cea5c3a8 |
| DCG | 64.71 | Not recorded | 68fa73671e209131cea5c3a8 |
| Meta-Con.Prefix | 64.06 | Not recorded | 68fa73671e209131cea5c3a8 |
| Con. Prefix | 63.93 | Not recorded | 68fa73671e209131cea5c3a8 |

### Meta-Con.Prefix

Acomp: 90.4. Result ID: 6992c7293a6c314849116ca2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Implementation](<https://github.com/tqzhong/CG4MCTG>)

Recorded evaluation configuration: {"Training Framework":"Meta-MCTG"}. This record does not assert independent reproduction.

### Con. Prefix

Acomp: 88.84. Result ID: 6992c7293a6c314849116ca1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bdd1e209131cea30afd.md>)

Recorded evaluation configuration: {"Training Framework":"Standard"}. This record does not assert independent reproduction.

### Meta-CTRL

Acomp: 78.27. Result ID: 6992c7293a6c314849116ca0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Implementation](<https://github.com/tqzhong/CG4MCTG>)

Recorded evaluation configuration: {"Training Framework":"Meta-MCTG"}. This record does not assert independent reproduction.

### Meta-DCG

Acomp: 75.88. Result ID: 6992c7293a6c314849116ca4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Implementation](<https://github.com/tqzhong/CG4MCTG>)

Recorded evaluation configuration: {"Training Framework":"Meta-MCTG"}. This record does not assert independent reproduction.

### DCG

Acomp: 75.72. Result ID: 6992c7293a6c314849116ca3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fcd1e209131cea47828.md>)

[Implementation](<https://github.com/Zeng-WH/Seen-to-Unseen.>)

Recorded evaluation configuration: {"Training Framework":"Standard"}. This record does not assert independent reproduction.

### CTRL

Acomp: 74.63. Result ID: 6992c7293a6c314849116c9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa665f1e209131cea0fe3b.md>)

Recorded evaluation configuration: {"Training Framework":"Standard"}. This record does not assert independent reproduction.

### Meta-CTRL

Acomp: 65.77. Result ID: 6992c7293a6c314849116c8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Implementation](<https://github.com/tqzhong/CG4MCTG>)

Recorded evaluation configuration: {"Training Framework":"Meta-MCTG"}. This record does not assert independent reproduction.

### CTRL

Acomp: 65.31. Result ID: 6992c7293a6c314849116c8d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa665f1e209131cea0fe3b.md>)

Recorded evaluation configuration: {"Training Framework":"Standard"}. This record does not assert independent reproduction.

### Meta-DCG

Acomp: 64.84. Result ID: 6992c7293a6c314849116c92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Implementation](<https://github.com/tqzhong/CG4MCTG>)

Recorded evaluation configuration: {"Training Framework":"Meta-MCTG"}. This record does not assert independent reproduction.

### DCG

Acomp: 64.71. Result ID: 6992c7293a6c314849116c91.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fcd1e209131cea47828.md>)

[Implementation](<https://github.com/Zeng-WH/Seen-to-Unseen.>)

Recorded evaluation configuration: {"Training Framework":"Standard"}. This record does not assert independent reproduction.

### Meta-Con.Prefix

Acomp: 64.06. Result ID: 6992c7293a6c314849116c90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Implementation](<https://github.com/tqzhong/CG4MCTG>)

Recorded evaluation configuration: {"Training Framework":"Meta-MCTG"}. This record does not assert independent reproduction.

### Con. Prefix

Acomp: 63.93. Result ID: 6992c7293a6c314849116c8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73671e209131cea5c3a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bdd1e209131cea30afd.md>)

Recorded evaluation configuration: {"Training Framework":"Standard"}. This record does not assert independent reproduction.

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