# Slide Deck Generation Quality Evaluation on Five Oral Papers Subset (V-L/MM, Gen. Models, CV Core) (test)

Source: [Slide Deck Generation Quality Evaluation on Five Oral Papers Subset (V-L/MM, Gen. Models, CV Core) (test)](<https://www.sota2.com/research/sota/slide-deck-generation-quality-evaluation-on-five-oral-papers-subset-v-l-mm-gen-models-cv-core-test>)

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

Data updated: 2026-04-15T07:42:16.359Z

Human evaluation of slide deck generation quality focusing specifically on five selected oral papers from the V-L/MM, Generative Models, and CV Core tracks (test set). Evaluation includes scores across these specific domains.

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 Deck Generation Quality Evaluation |
| Dataset (including any stated split) | Five oral papers from V-L/MM, Generative Models, and CV Core (test) |
| Metric | Score (V-L/MM) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Score (V-L/MM)](<https://www.sota2.com/research/sota/slide-deck-generation-quality-evaluation-on-five-oral-papers-subset-v-l-mm-gen-models-cv-core-test.md?metric=Score%20(V-L%2FMM)>): Higher is better; unit: SCALAR.

- [Score (Gen. Models)](<https://www.sota2.com/research/sota/slide-deck-generation-quality-evaluation-on-five-oral-papers-subset-v-l-mm-gen-models-cv-core-test.md?metric=Score%20(Gen.%20Models)>): Higher is better; unit: SCALAR.

- [Score (CV Core)](<https://www.sota2.com/research/sota/slide-deck-generation-quality-evaluation-on-five-oral-papers-subset-v-l-mm-gen-models-cv-core-test.md?metric=Score%20(CV%20Core)>): Higher is better; unit: SCALAR.

- [Overall Score](<https://www.sota2.com/research/sota/slide-deck-generation-quality-evaluation-on-five-oral-papers-subset-v-l-mm-gen-models-cv-core-test.md?metric=Overall%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Score (V-L/MM) | Result date | Report paper |
| --- | --- | --- | --- |
| ArcDeck | 2.55 | Not recorded | 69df1b987d0172140ec7b92e |
| SlideGen | 2.42 | Not recorded | 69df1b987d0172140ec7b92e |
| PPTAgent | 1.03 | Not recorded | 69df1b987d0172140ec7b92e |

### ArcDeck

Score (V-L/MM): 2.55. Result ID: 69df404547f34ce924c7b79b.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b987d0172140ec7b92e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69df1b987d0172140ec7b92e.md>)

[Implementation](<https://github.com/RehgLab/ArcDeck>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SlideGen

Score (V-L/MM): 2.42. Result ID: 69df404547f34ce924c7b79a.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b987d0172140ec7b92e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69326754d6b0dd334293454c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PPTAgent

Score (V-L/MM): 1.03. Result ID: 69df404547f34ce924c7b799.

[Reporting paper](<https://www.sota2.com/research/paper/69df1b987d0172140ec7b92e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770b1e209131cea70b57.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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