# Visual Stability on LongLive 44

Source: [Visual Stability on LongLive 44](<https://www.sota2.com/research/sota/visual-stability-on-longlive-44>)

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

Data updated: 2026-03-16T08:49:45.919Z

Evaluation of model performance on the Visual Stability task using the LongLive 44 dataset, measured by the Stability metric.

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 | Visual Stability |
| Dataset (including any stated split) | LongLive 44 |
| Metric | Stability |
| Unit | SCALAR |
| Direction | Higher 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

- [Stability](<https://www.sota2.com/research/sota/visual-stability-on-longlive-44.md?metric=Stability>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Stability | Result date | Report paper |
| --- | --- | --- | --- |
| MemRoPE | 4.15 | Not recorded | 69b78e9d0636e5bf4afbdcc2 |
| LongLive | 4.1 | Not recorded | 69b78e9d0636e5bf4afbdcc2 |
| ∞-RoPE | 4.05 | Not recorded | 69b78e9d0636e5bf4afbdcc2 |
| Deep Forcing | 3.9 | Not recorded | 69b78e9d0636e5bf4afbdcc2 |

### MemRoPE

Stability: 4.15. Result ID: 69b7c41247f34ce9249f7f0e.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e9d0636e5bf4afbdcc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e9d0636e5bf4afbdcc2.md>)

Recorded evaluation configuration: {"VLM Evaluator":"Gemini 3.1-Pro \[14\]","Video Duration":"120-second"}. This record does not assert independent reproduction.

### LongLive

Stability: 4.1. Result ID: 69b7c41247f34ce9249f7f0b.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e9d0636e5bf4afbdcc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c251e209131cea8cb13.md>)

Recorded evaluation configuration: {"VLM Evaluator":"Gemini 3.1-Pro \[14\]","Video Duration":"120-second"}. This record does not assert independent reproduction.

### ∞-RoPE

Stability: 4.05. Result ID: 69b7c41247f34ce9249f7f0d.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e9d0636e5bf4afbdcc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692689c7d6b0dd3342930656.md>)

Recorded evaluation configuration: {"VLM Evaluator":"Gemini 3.1-Pro \[14\]","Video Duration":"120-second"}. This record does not assert independent reproduction.

### Deep Forcing

Stability: 3.9. Result ID: 69b7c41247f34ce9249f7f0c.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e9d0636e5bf4afbdcc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6932675bd6b0dd3342934580.md>)

Recorded evaluation configuration: {"VLM Evaluator":"Gemini 3.1-Pro \[14\]","Video Duration":"120-second"}. This record does not assert independent reproduction.

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