# Video Temporal Grounding on QVHighlights TimeLens-Bench (test) Source: [Video Temporal Grounding on QVHighlights TimeLens-Bench (test)]() Collection index: [llms.txt]() Data updated: 2026-05-22T07:57:07.361Z Evaluation of Video Temporal Grounding performance on the test split of the QVHighlights TimeLens-Bench dataset, measured using R1@0.3, R1@0.5, R1@0.7, and mIoU. 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 | Video Temporal Grounding | | Dataset (including any stated split) | QVHighlights TimeLens-Bench (test) | | Metric | R1@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 - [R1@0.3](): Higher is better; unit: PERCENT. - [R1@0.5](): Higher is better; unit: PERCENT. - [R1@0.7](): Higher is better; unit: PERCENT. - [mIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | R1@0.3 | Result date | Report paper | | --- | --- | --- | --- | | Gemini-2.5-Pro | 84.1 | Not recorded | 6a0fe325f984739ed6739e6e | | TimeLens-8B | 80.6 | Not recorded | 6a0fe325f984739ed6739e6e | | TimeLens-8B | 80.1 | Not recorded | 6a0fe325f984739ed6739e6e | | Gemini-2.5-Flash | 78.2 | Not recorded | 6a0fe325f984739ed6739e6e | | Qwen3-VL-8B | 77.3 | Not recorded | 6a0fe325f984739ed6739e6e | | Gemini-2.0-Flash | 76.2 | Not recorded | 6a0fe325f984739ed6739e6e | | Qwen3-VL-8B | 74.1 | Not recorded | 6a0fe325f984739ed6739e6e | | GPT-5 | 72.4 | Not recorded | 6a0fe325f984739ed6739e6e | | MiMo-VL-7B | 70.1 | Not recorded | 6a0fe325f984739ed6739e6e | | GPT-4o | 69 | Not recorded | 6a0fe325f984739ed6739e6e | | Time-R1-7B | 65.8 | Not recorded | 6a0fe325f984739ed6739e6e | | MiMo-VL-7B | 65.1 | Not recorded | 6a0fe325f984739ed6739e6e | | VideoChat-Flash-7B | 45.2 | Not recorded | 6a0fe325f984739ed6739e6e | | Qwen2.5-VL-7B | 44.1 | Not recorded | 6a0fe325f984739ed6739e6e | | Grounded-VideoLLM | 43.7 | Not recorded | 6a0fe325f984739ed6739e6e | | VideoChat-R1-7B | 29.3 | Not recorded | 6a0fe325f984739ed6739e6e | | TimeSuite | 27.1 | Not recorded | 6a0fe325f984739ed6739e6e | ### Gemini-2.5-Pro R1@0.3: 84.1. Result ID: 6a100c4efbc373592c08ca71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### TimeLens-8B R1@0.3: 80.6. Result ID: 6a100c4efbc373592c08ca7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"read-then-regenerate"}. This record does not assert independent reproduction. ### TimeLens-8B R1@0.3: 80.1. Result ID: 6a100c4efbc373592c08ca7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"original"}. This record does not assert independent reproduction. ### Gemini-2.5-Flash R1@0.3: 78.2. Result ID: 6a100c4efbc373592c08ca70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### Qwen3-VL-8B R1@0.3: 77.3. Result ID: 6a100c4efbc373592c08ca7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"read-then-regenerate"}. This record does not assert independent reproduction. ### Gemini-2.0-Flash R1@0.3: 76.2. Result ID: 6a100c4efbc373592c08ca6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### Qwen3-VL-8B R1@0.3: 74.1. Result ID: 6a100c4efbc373592c08ca7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"original"}. This record does not assert independent reproduction. ### GPT-5 R1@0.3: 72.4. Result ID: 6a100c4efbc373592c08ca6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### MiMo-VL-7B R1@0.3: 70.1. Result ID: 6a100c4efbc373592c08ca79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"read-then-regenerate"}. This record does not assert independent reproduction. ### GPT-4o R1@0.3: 69. Result ID: 6a100c4efbc373592c08ca6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### Time-R1-7B R1@0.3: 65.8. Result ID: 6a100c4efbc373592c08ca74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### MiMo-VL-7B R1@0.3: 65.1. Result ID: 6a100c4efbc373592c08ca78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"framework":"original"}. This record does not assert independent reproduction. ### VideoChat-Flash-7B R1@0.3: 45.2. Result ID: 6a100c4efbc373592c08ca72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B R1@0.3: 44.1. Result ID: 6a100c4efbc373592c08ca77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Grounded-VideoLLM R1@0.3: 43.7. Result ID: 6a100c4efbc373592c08ca76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### VideoChat-R1-7B R1@0.3: 29.3. Result ID: 6a100c4efbc373592c08ca73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. ### TimeSuite R1@0.3: 27.1. Result ID: 6a100c4efbc373592c08ca75. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"result\_source":"TimeLens paper \[37\]"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.