# Temporal Video Grounding on QVHighlights TimeLens (test) Source: [Temporal Video Grounding on QVHighlights TimeLens (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:20.254Z Evaluation of Temporal Video Grounding performance on the test split of the QVHighlights 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) | QVHighlights TimeLens (test) | | Metric | Recall @ 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 - [Recall @ IoU=0.3](): Higher is better; unit: PERCENT. - [Recall @ IoU=0.5](): Higher is better; unit: PERCENT. - [Recall @ IoU=0.7](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall @ IoU=0.3 | Result date | Report paper | | --- | --- | --- | --- | | Gemini-2.5-Pro | 84.1 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | Gemini-2.5-Flash | 78.2 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | Gemini-2.0-Flash | 76.2 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | Video-OPD | 73.8 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | GPT-5 | 72.4 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | OP-FKD | 71.2 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | OP-RKD | 70.7 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | GRPO | 69.8 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | GPT-4o | 69 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | Time-R1-7B | 65.8 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | VideoChat-R1.5-7B | 62.2 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | MiMo-VL-7B | 57.1 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | TVG-R1-7B | 55.8 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | Qwen2.5-VL-7B | 55 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | Qwen3-VL-8B-Instruct | 46.6 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | VideoChat-Flash-7B | 45.2 | Not recorded | 6982d2dfa8b01e76cc8e9838 | | VideoChat-R1-7B | 29.3 | Not recorded | 6982d2dfa8b01e76cc8e9838 | ### Gemini-2.5-Pro Recall @ IoU=0.3: 84.1. Result ID: 6997548c5698665ec4a675a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini-2.5-Flash Recall @ IoU=0.3: 78.2. Result ID: 6997548c5698665ec4a675a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini-2.0-Flash Recall @ IoU=0.3: 76.2. Result ID: 6997548c5698665ec4a675a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Video-OPD Recall @ IoU=0.3: 73.8. Result ID: 6997548c5698665ec4a675b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction. ### GPT-5 Recall @ IoU=0.3: 72.4. Result ID: 6997548c5698665ec4a675a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OP-FKD Recall @ IoU=0.3: 71.2. Result ID: 6997548c5698665ec4a675b3. [Reporting paper]() Recorded evaluation configuration: {"backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction. ### OP-RKD Recall @ IoU=0.3: 70.7. Result ID: 6997548c5698665ec4a675b2. [Reporting paper]() Recorded evaluation configuration: {"backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction. ### GRPO Recall @ IoU=0.3: 69.8. Result ID: 6997548c5698665ec4a675b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction. ### GPT-4o Recall @ IoU=0.3: 69. Result ID: 6997548c5698665ec4a675a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Time-R1-7B Recall @ IoU=0.3: 65.8. Result ID: 6997548c5698665ec4a675ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VideoChat-R1.5-7B Recall @ IoU=0.3: 62.2. Result ID: 6997548c5698665ec4a675af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction. ### MiMo-VL-7B Recall @ IoU=0.3: 57.1. Result ID: 6997548c5698665ec4a675b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TVG-R1-7B Recall @ IoU=0.3: 55.8. Result ID: 6997548c5698665ec4a675ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Recall @ IoU=0.3: 55. Result ID: 6997548c5698665ec4a675ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction. ### Qwen3-VL-8B-Instruct Recall @ IoU=0.3: 46.6. Result ID: 6997548c5698665ec4a675b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction. ### VideoChat-Flash-7B Recall @ IoU=0.3: 45.2. Result ID: 6997548c5698665ec4a675aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VideoChat-R1-7B Recall @ IoU=0.3: 29.3. Result ID: 6997548c5698665ec4a675ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. 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