# Personalized Abstract Generation on Personalized Deep Research Dataset v1 (test)

Source: [Personalized Abstract Generation on Personalized Deep Research Dataset v1 (test)](<https://www.sota2.com/research/sota/personalized-abstract-generation-on-personalized-deep-research-dataset-v1-test>)

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

Data updated: 2026-05-12T15:52:59.585Z

Evaluation of personalized abstract generation performance on the test split of the Personalized Deep Research Dataset v1.

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 | Personalized Abstract Generation |
| Dataset (including any stated split) | Personalized Deep Research Dataset v1 (test) |
| Metric | ROUGE-1 |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [ROUGE-1](<https://www.sota2.com/research/sota/personalized-abstract-generation-on-personalized-deep-research-dataset-v1-test.md?metric=ROUGE-1>): Higher is better; unit: SCALAR.

- [ROUGE-L](<https://www.sota2.com/research/sota/personalized-abstract-generation-on-personalized-deep-research-dataset-v1-test.md?metric=ROUGE-L>): Higher is better; unit: SCALAR.

- [METEOR](<https://www.sota2.com/research/sota/personalized-abstract-generation-on-personalized-deep-research-dataset-v1-test.md?metric=METEOR>): Higher is better; unit: SCALAR.

- [Coherence Score](<https://www.sota2.com/research/sota/personalized-abstract-generation-on-personalized-deep-research-dataset-v1-test.md?metric=Coherence%20Score>): Higher is better; unit: SCALAR.

- [Readability Score](<https://www.sota2.com/research/sota/personalized-abstract-generation-on-personalized-deep-research-dataset-v1-test.md?metric=Readability%20Score>): Higher is better; unit: SCALAR.

- [Content Preservation Score](<https://www.sota2.com/research/sota/personalized-abstract-generation-on-personalized-deep-research-dataset-v1-test.md?metric=Content%20Preservation%20Score>): Higher is better; unit: SCALAR.

- [Personalization Performance Score](<https://www.sota2.com/research/sota/personalized-abstract-generation-on-personalized-deep-research-dataset-v1-test.md?metric=Personalization%20Performance%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | ROUGE-1 | Result date | Report paper |
| --- | --- | --- | --- |
| Gemini-DR | 0.3485 | Not recorded | 6a02b47fdbc836b87d824c86 |
| Grok-DR | 0.311 | Not recorded | 6a02b47fdbc836b87d824c86 |
| PDR | 0.3099 | Not recorded | 6a02b47fdbc836b87d824c86 |
| Iterative RAG | 0.3073 | Not recorded | 6a02b47fdbc836b87d824c86 |
| Perplexity-DR | 0.305 | Not recorded | 6a02b47fdbc836b87d824c86 |
| OpenAI-DR | 0.302 | Not recorded | 6a02b47fdbc836b87d824c86 |
| Zero-shot | 0.2996 | Not recorded | 6a02b47fdbc836b87d824c86 |
| Profile Prompting | 0.2962 | Not recorded | 6a02b47fdbc836b87d824c86 |
| +Search | 0.2903 | Not recorded | 6a02b47fdbc836b87d824c86 |

### Gemini-DR

ROUGE-1: 0.3485. Result ID: 6a034c8847f34ce924e893c0.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b47fdbc836b87d824c86.md>)

Recorded evaluation configuration: {"Approach Category":"Deep Research Agents"}. This record does not assert independent reproduction.

### Grok-DR

ROUGE-1: 0.311. Result ID: 6a034c8847f34ce924e893be.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b47fdbc836b87d824c86.md>)

Recorded evaluation configuration: {"Approach Category":"Deep Research Agents"}. This record does not assert independent reproduction.

### PDR

ROUGE-1: 0.3099. Result ID: 6a034c8847f34ce924e893c4.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b47fdbc836b87d824c86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b47fdbc836b87d824c86.md>)

Recorded evaluation configuration: {"Approach Category":"Personalized"}. This record does not assert independent reproduction.

### Iterative RAG

ROUGE-1: 0.3073. Result ID: 6a034c8847f34ce924e893c3.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b47fdbc836b87d824c86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e51e209131cea4dc1c.md>)

[Implementation](<https://selfrag.github.io/>)

Recorded evaluation configuration: {"Approach Category":"Personalized"}. This record does not assert independent reproduction.

### Perplexity-DR

ROUGE-1: 0.305. Result ID: 6a034c8847f34ce924e893bf.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b47fdbc836b87d824c86.md>)

Recorded evaluation configuration: {"Approach Category":"Deep Research Agents"}. This record does not assert independent reproduction.

### OpenAI-DR

ROUGE-1: 0.302. Result ID: 6a034c8847f34ce924e893c1.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b47fdbc836b87d824c86.md>)

Recorded evaluation configuration: {"Approach Category":"Deep Research Agents"}. This record does not assert independent reproduction.

### Zero-shot

ROUGE-1: 0.2996. Result ID: 6a034c8847f34ce924e893bc.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b47fdbc836b87d824c86.md>)

Recorded evaluation configuration: {"Approach Category":"Non-personalized"}. This record does not assert independent reproduction.

### Profile Prompting

ROUGE-1: 0.2962. Result ID: 6a034c8847f34ce924e893c2.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b47fdbc836b87d824c86.md>)

Recorded evaluation configuration: {"Approach Category":"Personalized"}. This record does not assert independent reproduction.

### +Search

ROUGE-1: 0.2903. Result ID: 6a034c8847f34ce924e893bd.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b47fdbc836b87d824c86.md>)

Recorded evaluation configuration: {"Approach Category":"Non-personalized"}. This record does not assert independent reproduction.

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