# SVA Generation on FVEval Design2SVA Pipeline Designs

Source: [SVA Generation on FVEval Design2SVA Pipeline Designs](<https://www.sota2.com/research/sota/sva-generation-on-fveval-design2sva-pipeline-designs>)

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

Data updated: 2026-04-28T07:30:22.268Z

Evaluation of model performance on the FVEval Design2SVA Pipeline Designs dataset for SVA Generation tasks, measured by Func@1 and Func@5.

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 | SVA Generation |
| Dataset (including any stated split) | FVEval Design2SVA Pipeline Designs |
| Metric | Func@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Func@1](<https://www.sota2.com/research/sota/sva-generation-on-fveval-design2sva-pipeline-designs.md?metric=Func%401>): Higher is better; unit: PERCENT.

- [Func@5](<https://www.sota2.com/research/sota/sva-generation-on-fveval-design2sva-pipeline-designs.md?metric=Func%405>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Func@1 | Result date | Report paper |
| --- | --- | --- | --- |
| ProofLoop | 41.2 | Not recorded | 69f03f1b55a3c32af89fa0d6 |
| Gemini-1.5-Pro | 17.5 | Not recorded | 69f03f1b55a3c32af89fa0d6 |
| Llama-3.1-70B | 16.7 | Not recorded | 69f03f1b55a3c32af89fa0d6 |
| Llama-3.1-8B | 15 | Not recorded | 69f03f1b55a3c32af89fa0d6 |
| Mixtral-8x22B | 11.9 | Not recorded | 69f03f1b55a3c32af89fa0d6 |
| GPT-4o | 10.4 | Not recorded | 69f03f1b55a3c32af89fa0d6 |
| Gemini-1.5-Flash | 2.5 | Not recorded | 69f03f1b55a3c32af89fa0d6 |

### ProofLoop

Func@1: 41.2. Result ID: 69f0620647f34ce924d5e5f3.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1b55a3c32af89fa0d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f1b55a3c32af89fa0d6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3.5-35B"}. This record does not assert independent reproduction.

### Gemini-1.5-Pro

Func@1: 17.5. Result ID: 69f0620647f34ce924d5e5ee.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1b55a3c32af89fa0d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757c1e209131cea6849f.md>)

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

### Llama-3.1-70B

Func@1: 16.7. Result ID: 69f0620647f34ce924d5e5f1.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1b55a3c32af89fa0d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757c1e209131cea6849f.md>)

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

### Llama-3.1-8B

Func@1: 15. Result ID: 69f0620647f34ce924d5e5f2.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1b55a3c32af89fa0d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757c1e209131cea6849f.md>)

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

### Mixtral-8x22B

Func@1: 11.9. Result ID: 69f0620647f34ce924d5e5f0.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1b55a3c32af89fa0d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757c1e209131cea6849f.md>)

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

### GPT-4o

Func@1: 10.4. Result ID: 69f0620647f34ce924d5e5ed.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1b55a3c32af89fa0d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757c1e209131cea6849f.md>)

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

### Gemini-1.5-Flash

Func@1: 2.5. Result ID: 69f0620647f34ce924d5e5ef.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f1b55a3c32af89fa0d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757c1e209131cea6849f.md>)

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

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