# Search and Attack (SAA) on SAA Program Large Instances CEUM Behavior 7

Source: [Search and Attack (SAA) on SAA Program Large Instances CEUM Behavior 7](<https://www.sota2.com/research/sota/search-and-attack-saa-on-saa-program-large-instances-ceum-behavior-7>)

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

Data updated: 2026-03-11T06:33:32.257Z

Evaluation of Search and Attack (SAA) performance using the SAA Program Large Instances CEUM Behavior 7 dataset, measured by VSS, VSS-E, and VSS-I metrics.

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 | Search and Attack (SAA) |
| Dataset (including any stated split) | SAA Program Large Instances CEUM Behavior 7 |
| Metric | VSS |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [VSS](<https://www.sota2.com/research/sota/search-and-attack-saa-on-saa-program-large-instances-ceum-behavior-7.md?metric=VSS>): Higher is better; unit: SCALAR.

- [VSS-E](<https://www.sota2.com/research/sota/search-and-attack-saa-on-saa-program-large-instances-ceum-behavior-7.md?metric=VSS-E>): Higher is better; unit: SCALAR.

- [VSS-I](<https://www.sota2.com/research/sota/search-and-attack-saa-on-saa-program-large-instances-ceum-behavior-7.md?metric=VSS-I>): Higher is better; unit: SCALAR.

## Recorded results

| Method | VSS | Result date | Report paper |
| --- | --- | --- | --- |
| SAA Program (7) | 7.804 | Not recorded | 68fa5dc21e209131ce9dc920 |
| SAA Program (7) | 6.921 | Not recorded | 68fa5dc21e209131ce9dc920 |
| SAA Program (7) | 6.878 | Not recorded | 68fa5dc21e209131ce9dc920 |
| SAA Program (7) | 6.807 | Not recorded | 68fa5dc21e209131ce9dc920 |
| SAA Program (7) | 6.15 | Not recorded | 68fa5dc21e209131ce9dc920 |
| SAA Program (7) | 5.519 | Not recorded | 68fa5dc21e209131ce9dc920 |
| SAA Program (7) | 4.853 | Not recorded | 68fa5dc21e209131ce9dc920 |
| SAA Program (7) | 4.374 | Not recorded | 68fa5dc21e209131ce9dc920 |
| SAA Program (7) | 3.962 | Not recorded | 68fa5dc21e209131ce9dc920 |
| SAA Program (7) | 2.638 | Not recorded | 68fa5dc21e209131ce9dc920 |
| SAA Program (7) | 2.485 | Not recorded | 68fa5dc21e209131ce9dc920 |
| SAA Program (7) | 1.927 | Not recorded | 68fa5dc21e209131ce9dc920 |
| SAA Program (7) | 0.988 | Not recorded | 68fa5dc21e209131ce9dc920 |
| SAA Program (7) | 0.95 | Not recorded | 68fa5dc21e209131ce9dc920 |
| SAA Program (7) | 0.808 | Not recorded | 68fa5dc21e209131ce9dc920 |
| SAA Program (7) | 0.398 | Not recorded | 68fa5dc21e209131ce9dc920 |
| SAA Program (7) | 0.266 | Not recorded | 68fa5dc21e209131ce9dc920 |
| SAA Program (7) | 0.265 | Not recorded | 68fa5dc21e209131ce9dc920 |

### SAA Program (7)

VSS: 7.804. Result ID: 69b10ca56dbb7075b95abc02.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"60","List size limit (K)":"3"}. This record does not assert independent reproduction.

### SAA Program (7)

VSS: 6.921. Result ID: 69b10ca56dbb7075b95abc03.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"60","List size limit (K)":"4"}. This record does not assert independent reproduction.

### SAA Program (7)

VSS: 6.878. Result ID: 69b10ca56dbb7075b95abc01.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"60","List size limit (K)":"2"}. This record does not assert independent reproduction.

### SAA Program (7)

VSS: 6.807. Result ID: 69b10ca56dbb7075b95abbff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"45","List size limit (K)":"3"}. This record does not assert independent reproduction.

### SAA Program (7)

VSS: 6.15. Result ID: 69b10ca56dbb7075b95abc00.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"45","List size limit (K)":"4"}. This record does not assert independent reproduction.

### SAA Program (7)

VSS: 5.519. Result ID: 69b10ca56dbb7075b95abbfe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"45","List size limit (K)":"2"}. This record does not assert independent reproduction.

### SAA Program (7)

VSS: 4.853. Result ID: 69b10ca56dbb7075b95abbfc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"30","List size limit (K)":"3"}. This record does not assert independent reproduction.

### SAA Program (7)

VSS: 4.374. Result ID: 69b10ca56dbb7075b95abbfd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"30","List size limit (K)":"4"}. This record does not assert independent reproduction.

### SAA Program (7)

VSS: 3.962. Result ID: 69b10ca56dbb7075b95abbfb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"30","List size limit (K)":"2"}. This record does not assert independent reproduction.

### SAA Program (7)

VSS: 2.638. Result ID: 69b10ca56dbb7075b95abbf9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"15","List size limit (K)":"3"}. This record does not assert independent reproduction.

### SAA Program (7)

VSS: 2.485. Result ID: 69b10ca56dbb7075b95abbfa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"15","List size limit (K)":"4"}. This record does not assert independent reproduction.

### SAA Program (7)

VSS: 1.927. Result ID: 69b10ca56dbb7075b95abbf8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"15","List size limit (K)":"2"}. This record does not assert independent reproduction.

### SAA Program (7)

VSS: 0.988. Result ID: 69b10ca56dbb7075b95abbf6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"5","List size limit (K)":"3"}. This record does not assert independent reproduction.

### SAA Program (7)

VSS: 0.95. Result ID: 69b10ca56dbb7075b95abbf7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"5","List size limit (K)":"4"}. This record does not assert independent reproduction.

### SAA Program (7)

VSS: 0.808. Result ID: 69b10ca56dbb7075b95abbf5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"5","List size limit (K)":"2"}. This record does not assert independent reproduction.

### SAA Program (7)

VSS: 0.398. Result ID: 69b10ca56dbb7075b95abbf3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"1","List size limit (K)":"3"}. This record does not assert independent reproduction.

### SAA Program (7)

VSS: 0.266. Result ID: 69b10ca56dbb7075b95abbf4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"1","List size limit (K)":"4"}. This record does not assert independent reproduction.

### SAA Program (7)

VSS: 0.265. Result ID: 69b10ca56dbb7075b95abbf2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5dc21e209131ce9dc920.md>)

Recorded evaluation configuration: {"Budget (B)":"1","List size limit (K)":"2"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
