# Temporal Video Grounding on Charades-TimeLens (test)

Source: [Temporal Video Grounding on Charades-TimeLens (test)](<https://www.sota2.com/research/sota/temporal-video-grounding-on-charades-timelens-test>)

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

Data updated: 2026-02-26T05:59:21.312Z

Evaluation of Temporal Video Grounding performance on the test split of the Charades-TimeLens dataset, measured using Recall metrics (R@X) at IoU thresholds 0.3, 0.5, and 0.7.

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 | Temporal Video Grounding |
| Dataset (including any stated split) | Charades-TimeLens (test) |
| Metric | R@0.3 (IoU=0.3) |
| Unit | PERCENT |
| 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

- [R@0.3 (IoU=0.3)](<https://www.sota2.com/research/sota/temporal-video-grounding-on-charades-timelens-test.md?metric=R%400.3%20(IoU%3D0.3)>): Higher is better; unit: PERCENT.

- [R@0.5 (IoU=0.5)](<https://www.sota2.com/research/sota/temporal-video-grounding-on-charades-timelens-test.md?metric=R%400.5%20(IoU%3D0.5)>): Higher is better; unit: PERCENT.

- [R@0.7 (IoU=0.7)](<https://www.sota2.com/research/sota/temporal-video-grounding-on-charades-timelens-test.md?metric=R%400.7%20(IoU%3D0.7)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@0.3 (IoU=0.3) | Result date | Report paper |
| --- | --- | --- | --- |
| Gemini-2.5-Pro | 74.1 | Not recorded | 6982d2dfa8b01e76cc8e9838 |
| Video-OPD | 73.1 | Not recorded | 6982d2dfa8b01e76cc8e9838 |
| GRPO | 72.7 | Not recorded | 6982d2dfa8b01e76cc8e9838 |
| Gemini-2.5-Flash | 68.7 | Not recorded | 6982d2dfa8b01e76cc8e9838 |
| OP-RKD | 67.3 | Not recorded | 6982d2dfa8b01e76cc8e9838 |
| OP-FKD | 66.9 | Not recorded | 6982d2dfa8b01e76cc8e9838 |
| Gemini-2.0-Flash | 66.4 | Not recorded | 6982d2dfa8b01e76cc8e9838 |
| Qwen3-VL-8B-Instruct | 61.7 | Not recorded | 6982d2dfa8b01e76cc8e9838 |
| GPT-4o | 60.6 | Not recorded | 6982d2dfa8b01e76cc8e9838 |
| VideoChat-Flash-7B | 60.2 | Not recorded | 6982d2dfa8b01e76cc8e9838 |
| GPT-5 | 59.3 | Not recorded | 6982d2dfa8b01e76cc8e9838 |
| Qwen2.5-VL-7B | 58.1 | Not recorded | 6982d2dfa8b01e76cc8e9838 |
| Time-R1-7B | 57.9 | Not recorded | 6982d2dfa8b01e76cc8e9838 |
| MiMo-VL-7B | 57.9 | Not recorded | 6982d2dfa8b01e76cc8e9838 |
| VideoChat-R1-7B | 51.9 | Not recorded | 6982d2dfa8b01e76cc8e9838 |
| VideoChat-R1.5-7B | 46.4 | Not recorded | 6982d2dfa8b01e76cc8e9838 |
| TVG-R1-7B | 44.5 | Not recorded | 6982d2dfa8b01e76cc8e9838 |

### Gemini-2.5-Pro

R@0.3 (IoU=0.3): 74.1. Result ID: 6997548c5698665ec4a67587.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

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

### Video-OPD

R@0.3 (IoU=0.3): 73.1. Result ID: 6997548c5698665ec4a67593.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

Recorded evaluation configuration: {"backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction.

### GRPO

R@0.3 (IoU=0.3): 72.7. Result ID: 6997548c5698665ec4a67592.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73101e209131cea5a395.md>)

[Implementation](<https://github.com/deepseek-ai/DeepSeek-Math>)

Recorded evaluation configuration: {"backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction.

### Gemini-2.5-Flash

R@0.3 (IoU=0.3): 68.7. Result ID: 6997548c5698665ec4a67586.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

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

### OP-RKD

R@0.3 (IoU=0.3): 67.3. Result ID: 6997548c5698665ec4a67590.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

Recorded evaluation configuration: {"backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction.

### OP-FKD

R@0.3 (IoU=0.3): 66.9. Result ID: 6997548c5698665ec4a67591.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

Recorded evaluation configuration: {"backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction.

### Gemini-2.0-Flash

R@0.3 (IoU=0.3): 66.4. Result ID: 6997548c5698665ec4a67585.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

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

### Qwen3-VL-8B-Instruct

R@0.3 (IoU=0.3): 61.7. Result ID: 6997548c5698665ec4a6758f.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction.

### GPT-4o

R@0.3 (IoU=0.3): 60.6. Result ID: 6997548c5698665ec4a67583.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

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

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

### VideoChat-Flash-7B

R@0.3 (IoU=0.3): 60.2. Result ID: 6997548c5698665ec4a67588.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79fd1e209131cea807ed.md>)

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

### GPT-5

R@0.3 (IoU=0.3): 59.3. Result ID: 6997548c5698665ec4a67584.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695f39f053fdd5c361743ecb.md>)

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

### Qwen2.5-VL-7B

R@0.3 (IoU=0.3): 58.1. Result ID: 6997548c5698665ec4a67589.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction.

### Time-R1-7B

R@0.3 (IoU=0.3): 57.9. Result ID: 6997548c5698665ec4a6758b.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b81e209131cea7f1a6.md>)

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

### MiMo-VL-7B

R@0.3 (IoU=0.3): 57.9. Result ID: 6997548c5698665ec4a6758e.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79121e209131cea7bfbd.md>)

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

### VideoChat-R1-7B

R@0.3 (IoU=0.3): 51.9. Result ID: 6997548c5698665ec4a6758a.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba11e209131cea89767.md>)

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

### VideoChat-R1.5-7B

R@0.3 (IoU=0.3): 46.4. Result ID: 6997548c5698665ec4a6758d.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b8f1e209131cea891be.md>)

Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction.

### TVG-R1-7B

R@0.3 (IoU=0.3): 44.5. Result ID: 6997548c5698665ec4a6758c.

[Reporting paper](<https://www.sota2.com/research/paper/6982d2dfa8b01e76cc8e9838.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a391e209131cea81ec4.md>)

Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction.

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