# Omnimodal common event understanding on Daily-Omni Source: [Omnimodal common event understanding on Daily-Omni]() Collection index: [llms.txt]() Data updated: 2026-05-22T08:06:13.333Z Evaluation of model performance on the Daily-Omni dataset for Omnimodal common event understanding, measured by accuracy. 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 | Omnimodal common event understanding | | Dataset (including any stated split) | Daily-Omni | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Gemini-2.5-Pro | 81.4 | Not recorded | 6a0fe328f984739ed6739ea8 | | Gemini-2.0-Flash | 67.8 | Not recorded | 6a0fe328f984739ed6739ea8 | | LatentOmni | 67.4 | Not recorded | 6a0fe328f984739ed6739ea8 | | OmniVinci | 66.5 | Not recorded | 6a0fe328f984739ed6739ea8 | | Qwen2.5-Omni-7B + Explicit Text CoT | 65.6 | Not recorded | 6a0fe328f984739ed6739ea8 | | Qwen2.5-Omni-7B | 62.9 | Not recorded | 6a0fe328f984739ed6739ea8 | | Qwen2.5-Omni-7B + Vanilla SFT | 62 | Not recorded | 6a0fe328f984739ed6739ea8 | | HumanOmniV2-7B | 58.5 | Not recorded | 6a0fe328f984739ed6739ea8 | | GPT-4o | 56.5 | Not recorded | 6a0fe328f984739ed6739ea8 | | MiniCPM-o-7B | 53.1 | Not recorded | 6a0fe328f984739ed6739ea8 | | Baichuan-Omni-1.5 | 50 | Not recorded | 6a0fe328f984739ed6739ea8 | | VITA-1.5-7B | 44.7 | Not recorded | 6a0fe328f984739ed6739ea8 | | VideoLLaMA2-7B | 35.2 | Not recorded | 6a0fe328f984739ed6739ea8 | ### Gemini-2.5-Pro Accuracy: 81.4. Result ID: 6a100e71fbc373592c08dad2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Accessibility":"Proprietary"}. This record does not assert independent reproduction. ### Gemini-2.0-Flash Accuracy: 67.8. Result ID: 6a100e71fbc373592c08dad1. [Reporting paper]() Recorded evaluation configuration: {"Model Accessibility":"Proprietary"}. This record does not assert independent reproduction. ### LatentOmni Accuracy: 67.4. Result ID: 6a100e71fbc373592c08dacf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Accessibility":"Open-source","Training/Reasoning Strategy":"Latent reasoning"}. This record does not assert independent reproduction. ### OmniVinci Accuracy: 66.5. Result ID: 6a100e71fbc373592c08dacb. [Reporting paper]() Recorded evaluation configuration: {"Model Accessibility":"Open-source"}. This record does not assert independent reproduction. ### Qwen2.5-Omni-7B + Explicit Text CoT Accuracy: 65.6. Result ID: 6a100e71fbc373592c08dacd. [Reporting paper]() Recorded evaluation configuration: {"Model Accessibility":"Open-source","Training/Reasoning Strategy":"Explicit Text CoT"}. This record does not assert independent reproduction. ### Qwen2.5-Omni-7B Accuracy: 62.9. Result ID: 6a100e71fbc373592c08dacc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Accessibility":"Open-source","Training/Reasoning Strategy":"Base"}. This record does not assert independent reproduction. ### Qwen2.5-Omni-7B + Vanilla SFT Accuracy: 62. Result ID: 6a100e71fbc373592c08dace. [Reporting paper]() Recorded evaluation configuration: {"Model Accessibility":"Open-source","Training/Reasoning Strategy":"Vanilla SFT"}. This record does not assert independent reproduction. ### HumanOmniV2-7B Accuracy: 58.5. Result ID: 6a100e71fbc373592c08dac9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Accessibility":"Open-source"}. This record does not assert independent reproduction. ### GPT-4o Accuracy: 56.5. Result ID: 6a100e71fbc373592c08dad0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Accessibility":"Proprietary"}. This record does not assert independent reproduction. ### MiniCPM-o-7B Accuracy: 53.1. Result ID: 6a100e71fbc373592c08dac7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Accessibility":"Open-source"}. This record does not assert independent reproduction. ### Baichuan-Omni-1.5 Accuracy: 50. Result ID: 6a100e71fbc373592c08daca. [Reporting paper]() Recorded evaluation configuration: {"Model Accessibility":"Open-source"}. This record does not assert independent reproduction. ### VITA-1.5-7B Accuracy: 44.7. Result ID: 6a100e71fbc373592c08dac8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Accessibility":"Open-source"}. This record does not assert independent reproduction. ### VideoLLaMA2-7B Accuracy: 35.2. Result ID: 6a100e71fbc373592c08dac6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Accessibility":"Open-source"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.