One-to-One Temporal Grounding on ActivityNet TimeLens-Bench
72.3R1@0.3Gemini-2.5-Pro
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Gemini-2.5-ProModel Category=Proprietary Models2026.06 | 72.3 | 64.2 | 47.1 | 58.1 | — | — | — | |
| OMTG-4BModel Category=Open-Source Models, Training Stage=RL2026.06 | 64.7 | 54.6 | 37 | 46.8 | — | — | — | |
| Qwen3-VL-4BModel Category=Open-Source Models2026.06 | 62.9 | 51 | 34.3 | 47.2 | — | — | — | |
| TimeLens-7BModel Category=Open-Source Models2026.06 | 62.8 | 51 | 32.6 | 46.2 | — | — | — | |
| Qwen3-VL-8BModel Category=Open-Source Models2026.06 | 62.1 | 51.2 | 34.4 | 46.8 | — | — | — | |
| OMTG-4BModel Category=Open-Source Models, Training Stage=SFT2026.06 | 59.5 | 50.2 | 34.4 | 45.8 | — | — | — | |
| GPT-oModel Category=Proprietary Models2026.06 | 57.4 | 44.9 | 30.4 | 42.9 | — | — | — | |
| GPT-4oModel Category=Proprietary Models2026.06 | 55.2 | 41.4 | 25.8 | 40.4 | — | — | — | |
| Time-R1-7BModel Category=Open-Source Models2026.06 | 44.8 | 31 | 19 | 33.1 | — | — | — | |
| Qwen2.5-VL-7BModel Category=Open-Source Models2026.06 | 44.1 | 31 | 16.1 | 31.4 | — | — | — | |
| VideoChat-Flash-7BModel Category=Open-Source Models2026.06 | 35.5 | 21.8 | 10.5 | 24.8 | — | — | — | |
| VideoChat-R1-7BModel Category=Open-Source Models2026.06 | 35 | 23.9 | 11.3 | 25 | — | — | — | |
| CapRL++Model Category=Specialized Video VLMs, Backbone=Qwen3-VL-4B2026.06 | — | — | — | — | 34.3 | 15.6 | 14.2 | |
| Qwen3-VL-235B-A22BModel Category=General VLMs, Variant=Instruct2026.06 | — | — | — | — | 28 | 12.8 | 9.9 | |
| Qwen3-VL-32BModel Category=General VLMs, Variant=Instruct2026.06 | — | — | — | — | 30.9 | 13.6 | 11.1 | |
| Qwen3-VL-4B (baseline)Model Category=General VLMs, Variant=Instruct2026.06 | — | — | — | — | 14.9 | 8.9 | 7.4 | |
| Qwen3-VL-8BModel Category=General VLMs, Variant=Instruct2026.06 | — | — | — | — | 26.7 | 11.1 | 9.3 | |
| Qwen3-VL-as-Judge-4BModel Category=Specialized Video VLMs2026.06 | — | — | — | — | 27.6 | 14.1 | 13.1 | |
| Tarsier2-7BModel Category=Specialized Video VLMs2026.06 | — | — | — | — | 9 | 8.7 | 8.1 | |
| TimeLens-8BModel Category=Specialized Video VLMs2026.06 | — | — | — | — | 31 | 23.4 | 23.1 |