| VideoJev: System One Model for Video Understanding and Interaction | ✓ Link | 74.0 | 88.0 | 79.9 | 65.5 | VideoJev-35B-A3B | 2026-10-13 |
| VideoJev: System One Model for Video Understanding and Interaction | ✓ Link | 73.2 | 87.3 | 79.4 | 64.8 | VideoJev-4B | 2026-10-13 |
| Annotations as Rollouts: Efficient and Scalable Reinforcement Learning for Video MLLMs | ✓ Link | 72.5 | 84.9 | 77.6 | 64.0 | Video-ORA-9B | 2026-08-20 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 70.4 | 84.1 | 75.9 | 61.1 | Gemini-2.5-Pro | 2025-12-16 |
| TimeLens2: Generalist Video Temporal Grounding with Multimodal LLMs | ✓ Link | 70.2 | 84.4 | 76.1 | 61.2 | TimeLens2-8B (extra data) | 2026-07-19 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 65.5 | 80.2 | 71.6 | 55.5 | TimeLens-8B (extra data) | 2025-12-16 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 64.6 | 79.6 | 70.2 | 54.5 | Qwen3-VL-235B-A22B | 2025-12-16 |
| Video-OPD: Efficient Post-Training of Multimodal Large Language Models for Temporal Video Grounding via On-Policy Distillation | | 64.6 | 77.6 | 65.3 | 55.3 | Video-OPD 8B (Round 3) (extra data) | 2026-02-03 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 64.3 | 78.2 | 69.4 | 55.0 | Gemini-2.5-Flash | 2025-12-16 |
| Foresee-to-Ground: From Predictive Temporal Perception to Evidence-Driven Reasoning for Video Temporal Grounding | ✓ Link | 64.1 | 79.6 | 70.4 | 54.5 | F2G (Qwen3-VL-8B, TimeLens-100K) (extra data) | 2026-05-21 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 60.8 | 76.2 | 66.4 | 48.3 | Gemini-2.0-Flash | 2025-12-16 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 59.4 | 74.2 | 64.6 | 49.3 | Qwen3-VL-8B | 2025-12-16 |
| EventLens: Event-Structure Reinforcement Learning for Video Understanding | ✓ Link | 59.12 | | | | EventLens-8B | 2026-10-12 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 56.8 | 72.4 | 60.4 | 46.4 | GPT-5 | 2025-12-16 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 56.0 | 74.1 | 62.7 | 43.1 | TimeLens-7B (extra data) | 2025-12-16 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 52.1 | 69.0 | 54.8 | 38.5 | GPT-4o | 2025-12-16 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 49.2 | 65.8 | 51.5 | 36.1 | Time-R1-7B | 2025-12-16 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 41.5 | 57.1 | 42.6 | 28.4 | MiMo-VL-7B-RL | 2025-12-16 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 39.8 | 49.9 | 40.0 | 29.2 | TRACE-uni | 2025-12-16 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 39.0 | 49.7 | 39.1 | 28.1 | TRACE | 2025-12-16 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 33.4 | 43.7 | 33.8 | 22.5 | Grounded-VideoLLM | 2025-12-16 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 32.7 | 45.2 | 30.6 | 16.7 | VideoChat-Flash-7B | 2025-12-16 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 31.6 | 41.5 | 27.8 | 15.2 | Qwen2.5-VL-7B | 2025-12-16 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 21.7 | 27.1 | 16.9 | 9.9 | TimeSuite | 2025-12-16 |
| TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs | ✓ Link | 21.5 | 29.3 | 19.1 | 9.4 | VideoChat-R1-7B | 2025-12-16 |