# Long Video Understanding on CG-Bench long

Source: [Long Video Understanding on CG-Bench long](<https://www.sota2.com/research/sota/long-video-understanding-on-cg-bench-long>)

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

Data updated: 2026-04-14T12:24:18.290Z

Evaluation of Long Video Understanding capabilities using the CG-Bench long dataset, reporting metrics such as Accuracy (long-acc) and Average score.

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 | Long Video Understanding |
| Dataset (including any stated split) | CG-Bench long |
| Metric | Accuracy (long-acc) |
| 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

- [Accuracy (long-acc)](<https://www.sota2.com/research/sota/long-video-understanding-on-cg-bench-long.md?metric=Accuracy%20(long-acc)>): Higher is better; unit: PERCENT.

- [Average Score (long-bench)](<https://www.sota2.com/research/sota/long-video-understanding-on-cg-bench-long.md?metric=Average%20Score%20(long-bench)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (long-acc) | Result date | Report paper |
| --- | --- | --- | --- |
| InternVL3-8B | 38.6 | Not recorded | 69ddca7d7d0172140ec79f9a |
| POINTS1.5-8B (baseline) | 36.7 | Not recorded | 69ddca7d7d0172140ec79f9a |
| POINTS-Long (standby) | 35.7 | Not recorded | 69ddca7d7d0172140ec79f9a |
| POINTS-Long (focus) | 35.4 | Not recorded | 69ddca7d7d0172140ec79f9a |
| POINTS-Long (standby) | 34.6 | Not recorded | 69ddca7d7d0172140ec79f9a |
| POINTS-Long (standby) | 33.6 | Not recorded | 69ddca7d7d0172140ec79f9a |
| LLaVA-OV-7B | 30.9 | Not recorded | 69ddca7d7d0172140ec79f9a |

### InternVL3-8B

Accuracy (long-acc): 38.6. Result ID: 69de31e047f34ce924c702cb.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca7d7d0172140ec79f9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78241e209131cea76fa5.md>)

Recorded evaluation configuration: {"Num Frame":"-","Token/Frame":"-","Total Num of Token":"\>12k"}. This record does not assert independent reproduction.

### POINTS1.5-8B (baseline)

Accuracy (long-acc): 36.7. Result ID: 69de31e047f34ce924c702cc.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca7d7d0172140ec79f9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76211e209131cea6b618.md>)

Recorded evaluation configuration: {"Num Frame":"64","Token/Frame":"324","Total Num of Token":"≈ 20K"}. This record does not assert independent reproduction.

### POINTS-Long (standby)

Accuracy (long-acc): 35.7. Result ID: 69de31e047f34ce924c702cf.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca7d7d0172140ec79f9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ddca7d7d0172140ec79f9a.md>)

Recorded evaluation configuration: {"Num Frame":"64","Token/Frame":"32","Total Num of Token":"2048 (10%)"}. This record does not assert independent reproduction.

### POINTS-Long (focus)

Accuracy (long-acc): 35.4. Result ID: 69de31e047f34ce924c702d0.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca7d7d0172140ec79f9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ddca7d7d0172140ec79f9a.md>)

Recorded evaluation configuration: {"Num Frame":"64","Token/Frame":"324+32","Total Num of Token":"≈ 22K"}. This record does not assert independent reproduction.

### POINTS-Long (standby)

Accuracy (long-acc): 34.6. Result ID: 69de31e047f34ce924c702ce.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca7d7d0172140ec79f9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ddca7d7d0172140ec79f9a.md>)

Recorded evaluation configuration: {"Num Frame":"64","Token/Frame":"16","Total Num of Token":"1024 (5%)"}. This record does not assert independent reproduction.

### POINTS-Long (standby)

Accuracy (long-acc): 33.6. Result ID: 69de31e047f34ce924c702cd.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca7d7d0172140ec79f9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ddca7d7d0172140ec79f9a.md>)

Recorded evaluation configuration: {"Num Frame":"64","Token/Frame":"8","Total Num of Token":"512 (2.5%)"}. This record does not assert independent reproduction.

### LLaVA-OV-7B

Accuracy (long-acc): 30.9. Result ID: 69de31e047f34ce924c702ca.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca7d7d0172140ec79f9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e58.md>)

[Implementation](<https://llava-vl.github.io/blog/llava-onevision>)

Recorded evaluation configuration: {"Num Frame":"64","Token/Frame":"-","Total Num of Token":"\>12k"}. This record does not assert independent reproduction.

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