# Capacitance Extraction on Synthetic data 7nm (val)

Source: [Capacitance Extraction on Synthetic data 7nm (val)](<https://www.sota2.com/research/sota/capacitance-extraction-on-synthetic-data-7nm-val>)

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

Data updated: 2026-06-09T08:13:25.320Z

Evaluation of model performance on the Capacitance Extraction task using the validation split of the Synthetic data 7nm dataset. Metrics reported include Errtot, Ratiotot, Errcp, and Ratiocp.

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 | Capacitance Extraction |
| Dataset (including any stated split) | Synthetic data 7nm (val) |
| Metric | Total Error |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [Total Error](<https://www.sota2.com/research/sota/capacitance-extraction-on-synthetic-data-7nm-val.md?metric=Total%20Error>): Lower is better; unit: PERCENT.

- [Total Ratio](<https://www.sota2.com/research/sota/capacitance-extraction-on-synthetic-data-7nm-val.md?metric=Total%20Ratio>): Lower is better; unit: PERCENT.

- [CP Error](<https://www.sota2.com/research/sota/capacitance-extraction-on-synthetic-data-7nm-val.md?metric=CP%20Error>): Lower is better; unit: PERCENT.

- [CP Ratio](<https://www.sota2.com/research/sota/capacitance-extraction-on-synthetic-data-7nm-val.md?metric=CP%20Ratio>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Total Error | Result date | Report paper |
| --- | --- | --- | --- |
| AttentionCap | 0.47 | Not recorded | 6a279e4290966ade919bf8a6 |
| CNN-Captot | 0.69 | Not recorded | 6a279e4290966ade919bf8a6 |
| MLP | 16.4 | Not recorded | 6a279e4290966ade919bf8a6 |

### AttentionCap

Total Error: 0.47. Result ID: 6a27ca4dfbc373592c246c3b.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e4290966ade919bf8a6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e4290966ade919bf8a6.md>)

Recorded evaluation configuration: {"Param.":"4.0M","Node":"7 nm","#Train Samples":"45 K","Train Time":"0.64 hr","#Test Samples":"15 K","Test Time":"0.24 s","Test FLOPs":"0.35 B"}. This record does not assert independent reproduction.

### CNN-Captot

Total Error: 0.69. Result ID: 6a27ca4dfbc373592c246c38.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e4290966ade919bf8a6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a631e209131cea27f4f.md>)

Recorded evaluation configuration: {"Param.":"7.2M","Node":"7 nm","#Train Samples":"315 K","Train Time":"2.18 hr","#Test Samples":"73 K","Test Time":"11.1 s","Test FLOPs":"13.2 B"}. This record does not assert independent reproduction.

### MLP

Total Error: 16.4. Result ID: 6a27ca4dfbc373592c246c3a.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e4290966ade919bf8a6.md>)

Recorded evaluation configuration: {"Param.":"9.7M","Node":"7 nm","#Train Samples":"45 K","Train Time":"0.44 hr","#Test Samples":"15 K","Test Time":"0.15 s","Test FLOPs":"0.86 B"}. This record does not assert independent reproduction.

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