# Slide Automation on DynaSlide Closed-Domain

Source: [Slide Automation on DynaSlide Closed-Domain](<https://www.sota2.com/research/sota/slide-automation-on-dynaslide-closed-domain>)

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

Data updated: 2026-04-21T06:34:29.512Z

Evaluation of model performance on the Slide Automation task within the DynaSlide Closed-Domain environment, measured by success rates across six distinct themes and the overall average success rate.

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 | Slide Automation |
| Dataset (including any stated split) | DynaSlide Closed-Domain |
| Metric | Theme 1 Success Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Theme 1 Success Rate](<https://www.sota2.com/research/sota/slide-automation-on-dynaslide-closed-domain.md?metric=Theme%201%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Theme 2 Success Rate](<https://www.sota2.com/research/sota/slide-automation-on-dynaslide-closed-domain.md?metric=Theme%202%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Theme 3 Success Rate](<https://www.sota2.com/research/sota/slide-automation-on-dynaslide-closed-domain.md?metric=Theme%203%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Theme 4 Success Rate](<https://www.sota2.com/research/sota/slide-automation-on-dynaslide-closed-domain.md?metric=Theme%204%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Theme 5 Success Rate](<https://www.sota2.com/research/sota/slide-automation-on-dynaslide-closed-domain.md?metric=Theme%205%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Theme 6 Success Rate](<https://www.sota2.com/research/sota/slide-automation-on-dynaslide-closed-domain.md?metric=Theme%206%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Average Success Rate](<https://www.sota2.com/research/sota/slide-automation-on-dynaslide-closed-domain.md?metric=Average%20Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Theme 1 Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| SlideAgent | 90.12 | Not recorded | 69e7050c7d0172140ec7f23f |
| SlideAgent | 87.65 | Not recorded | 69e7050c7d0172140ec7f23f |
| SlideAgent | 85.06 | Not recorded | 69e7050c7d0172140ec7f23f |
| SlideAgent | 81.48 | Not recorded | 69e7050c7d0172140ec7f23f |
| SlideAgent | 50.74 | Not recorded | 69e7050c7d0172140ec7f23f |

### SlideAgent

Theme 1 Success Rate: 90.12. Result ID: 69e718ff47f34ce924cca395.

[Reporting paper](<https://www.sota2.com/research/paper/69e7050c7d0172140ec7f23f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e7050c7d0172140ec7f23f.md>)

Recorded evaluation configuration: {"LLM Backbone":"GPT-OSS-120B"}. This record does not assert independent reproduction.

### SlideAgent

Theme 1 Success Rate: 87.65. Result ID: 69e718ff47f34ce924cca397.

[Reporting paper](<https://www.sota2.com/research/paper/69e7050c7d0172140ec7f23f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e7050c7d0172140ec7f23f.md>)

Recorded evaluation configuration: {"LLM Backbone":"Qwen3-80B"}. This record does not assert independent reproduction.

### SlideAgent

Theme 1 Success Rate: 85.06. Result ID: 69e718ff47f34ce924cca398.

[Reporting paper](<https://www.sota2.com/research/paper/69e7050c7d0172140ec7f23f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e7050c7d0172140ec7f23f.md>)

Recorded evaluation configuration: {"LLM Backbone":"Qwen3-30B"}. This record does not assert independent reproduction.

### SlideAgent

Theme 1 Success Rate: 81.48. Result ID: 69e718ff47f34ce924cca396.

[Reporting paper](<https://www.sota2.com/research/paper/69e7050c7d0172140ec7f23f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e7050c7d0172140ec7f23f.md>)

Recorded evaluation configuration: {"LLM Backbone":"GPT-OSS-20B"}. This record does not assert independent reproduction.

### SlideAgent

Theme 1 Success Rate: 50.74. Result ID: 69e718ff47f34ce924cca399.

[Reporting paper](<https://www.sota2.com/research/paper/69e7050c7d0172140ec7f23f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e7050c7d0172140ec7f23f.md>)

Recorded evaluation configuration: {"LLM Backbone":"Qwen3-14B"}. This record does not assert independent reproduction.

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