# Long-Video Understanding on LongVideoBench 8s~60m

Source: [Long-Video Understanding on LongVideoBench 8s~60m](<https://www.sota2.com/research/sota/long-video-understanding-on-longvideobench-8s-60m>)

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

Data updated: 2026-03-04T09:24:21.897Z

Evaluation of long-form video understanding capabilities using the LongVideoBench dataset, specifically focusing on the 8 seconds to 60 minutes duration subset, measured by 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) | LongVideoBench 8s~60m |
| Metric | Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [Score](<https://www.sota2.com/research/sota/long-video-understanding-on-longvideobench-8s-60m.md?metric=Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Score | Result date | Report paper |
| --- | --- | --- | --- |
| GPT-4o | 66.7 | Not recorded | 69a66bdf2d603e6de3e3ccfd |
| Qwen2.5+FlexSelect | 66.4 | Not recorded | 69a66bdf2d603e6de3e3ccfd |
| Nemotron-Nano-V2 VL + All layer reduction | 66.04 | Not recorded | 69a66bdf2d603e6de3e3ccfd |
| Qwen3 VL + All layer reduction | 64.32 | Not recorded | 69a66bdf2d603e6de3e3ccfd |
| Gemini-1.5-Pro | 64 | Not recorded | 69a66bdf2d603e6de3e3ccfd |
| SF-LLaVA-1.5 | 62.5 | Not recorded | 69a66bdf2d603e6de3e3ccfd |
| Qwen2.5 VL+FlexSelect | 62.4 | Not recorded | 69a66bdf2d603e6de3e3ccfd |
| Oryx-1.5 | 62 | Not recorded | 69a66bdf2d603e6de3e3ccfd |
| LLaVA-Video+FlexSelect | 61.9 | Not recorded | 69a66bdf2d603e6de3e3ccfd |
| ViLAMP | 61.2 | Not recorded | 69a66bdf2d603e6de3e3ccfd |
| Qwen2.5 VL+SparseVILA | 60.1 | Not recorded | 69a66bdf2d603e6de3e3ccfd |
| VideoLLaMA3 | 59.8 | Not recorded | 69a66bdf2d603e6de3e3ccfd |
| Apollo | 58.5 | Not recorded | 69a66bdf2d603e6de3e3ccfd |
| NVILA | 57.7 | Not recorded | 69a66bdf2d603e6de3e3ccfd |
| MLLM-FS | 57 | Not recorded | 69a66bdf2d603e6de3e3ccfd |
| LLaVA-Onevision | 56.4 | Not recorded | 69a66bdf2d603e6de3e3ccfd |
| Qwen2-VL | 55.6 | Not recorded | 69a66bdf2d603e6de3e3ccfd |

### GPT-4o

Score: 66.7. Result ID: 69a7f8e86dbb7075b94d1115.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75681e209131cea67a98.md>)

Recorded evaluation configuration: {"Model Type":"Transformer","Size":"–"}. This record does not assert independent reproduction.

### Qwen2.5+FlexSelect

Score: 66.4. Result ID: 69a7f8e86dbb7075b94d1123.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78ff1e209131cea7b8e1.md>)

Recorded evaluation configuration: {"Model Type":"Transformer","Size":"72B"}. This record does not assert independent reproduction.

### Nemotron-Nano-V2 VL + All layer reduction

Score: 66.04. Result ID: 69a7f8e86dbb7075b94d1125.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

Recorded evaluation configuration: {"Model Type":"Hybrid","Size":"12B"}. This record does not assert independent reproduction.

### Qwen3 VL + All layer reduction

Score: 64.32. Result ID: 69a7f8e86dbb7075b94d1124.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

Recorded evaluation configuration: {"Model Type":"Transformer","Size":"8B"}. This record does not assert independent reproduction.

### Gemini-1.5-Pro

Score: 64. Result ID: 69a7f8e86dbb7075b94d1116.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78731e209131cea78622.md>)

Recorded evaluation configuration: {"Model Type":"Transformer","Size":"–"}. This record does not assert independent reproduction.

### SF-LLaVA-1.5

Score: 62.5. Result ID: 69a7f8e86dbb7075b94d111e.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779a1e209131cea74494.md>)

Recorded evaluation configuration: {"Model Type":"Transformer","Size":"7B"}. This record does not assert independent reproduction.

### Qwen2.5 VL+FlexSelect

Score: 62.4. Result ID: 69a7f8e86dbb7075b94d1121.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78ff1e209131cea7b8e1.md>)

Recorded evaluation configuration: {"Model Type":"Transformer","Size":"7B"}. This record does not assert independent reproduction.

### Oryx-1.5

Score: 62. Result ID: 69a7f8e86dbb7075b94d111c.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa772c1e209131cea71918.md>)

[Implementation](<https://github.com/Oryx-mllm/Oryx>)

Recorded evaluation configuration: {"Model Type":"Transformer","Size":"34B"}. This record does not assert independent reproduction.

### LLaVA-Video+FlexSelect

Score: 61.9. Result ID: 69a7f8e86dbb7075b94d1122.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78ff1e209131cea7b8e1.md>)

Recorded evaluation configuration: {"Model Type":"Transformer","Size":"7B"}. This record does not assert independent reproduction.

### ViLAMP

Score: 61.2. Result ID: 69a7f8e86dbb7075b94d111f.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b3e1e209131cea87432.md>)

Recorded evaluation configuration: {"Model Type":"Transformer","Size":"7B"}. This record does not assert independent reproduction.

### Qwen2.5 VL+SparseVILA

Score: 60.1. Result ID: 69a7f8e86dbb7075b94d1120.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c5e1e209131cea8dc56.md>)

Recorded evaluation configuration: {"Model Type":"Transformer","Size":"7B"}. This record does not assert independent reproduction.

### VideoLLaMA3

Score: 59.8. Result ID: 69a7f8e86dbb7075b94d111b.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79111e209131cea7bf26.md>)

Recorded evaluation configuration: {"Model Type":"Transformer","Size":"7B"}. This record does not assert independent reproduction.

### Apollo

Score: 58.5. Result ID: 69a7f8e86dbb7075b94d111a.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa763b1e209131cea6c018.md>)

Recorded evaluation configuration: {"Model Type":"Transformer","Size":"7B"}. This record does not assert independent reproduction.

### NVILA

Score: 57.7. Result ID: 69a7f8e86dbb7075b94d1119.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77481e209131cea723b2.md>)

Recorded evaluation configuration: {"Model Type":"Transformer","Size":"8B"}. This record does not assert independent reproduction.

### MLLM-FS

Score: 57. Result ID: 69a7f8e86dbb7075b94d111d.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a51e209131cea74983.md>)

Recorded evaluation configuration: {"Model Type":"Transformer","Size":"7B"}. This record does not assert independent reproduction.

### LLaVA-Onevision

Score: 56.4. Result ID: 69a7f8e86dbb7075b94d1117.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

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

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

Recorded evaluation configuration: {"Model Type":"Transformer","Size":"7B"}. This record does not assert independent reproduction.

### Qwen2-VL

Score: 55.6. Result ID: 69a7f8e86dbb7075b94d1118.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bdf2d603e6de3e3ccfd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75151e209131cea65976.md>)

[Implementation](<https://github.com/QwenLM/Qwen2-VL>)

Recorded evaluation configuration: {"Model Type":"Transformer","Size":"7B"}. This record does not assert independent reproduction.

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