# Long Video Understanding on VideoMME Long w/o sub Source: [Long Video Understanding on VideoMME Long w/o sub]() Collection index: [llms.txt]() Data updated: 2026-03-24T17:36:32.267Z Evaluation of long video understanding capabilities on the VideoMME Long dataset, specifically using the subset excluding subtitles, 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 | Long Video Understanding | | Dataset (including any stated split) | VideoMME Long w/o sub | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 | | --- | --- | --- | --- | | LLaVA-Video | 70.3 | Not recorded | 69c21ad90636e5bf4afc4dd5 | | Gemini-1.5-Pro | 67.4 | Not recorded | 69c21ad90636e5bf4afc4dd5 | | VideoDetective (SeedVL-1.5) | 65.6 | Not recorded | 69c21ad90636e5bf4afc4dd5 | | GPT-4o | 65.3 | Not recorded | 69c21ad90636e5bf4afc4dd5 | | Qwen2.5-VL | 64.6 | Not recorded | 69c21ad90636e5bf4afc4dd5 | | SeedVL-1.5 | 63.1 | Not recorded | 69c21ad90636e5bf4afc4dd5 | | VideoDetective (Qwen3-VL) | 55.6 | Not recorded | 69c21ad90636e5bf4afc4dd5 | | LongVITA-16k | 54.7 | Not recorded | 69c21ad90636e5bf4afc4dd5 | | Qwen2.5-VL | 53.9 | Not recorded | 69c21ad90636e5bf4afc4dd5 | | LongVILA | 53 | Not recorded | 69c21ad90636e5bf4afc4dd5 | | LLaVA-Video | 52.9 | Not recorded | 69c21ad90636e5bf4afc4dd5 | | VideoXL | 52.3 | Not recorded | 69c21ad90636e5bf4afc4dd5 | | InternVL-2.5 | 50.8 | Not recorded | 69c21ad90636e5bf4afc4dd5 | | Qwen3-VL | 50.2 | Not recorded | 69c21ad90636e5bf4afc4dd5 | | VITA-1.5 | 47.1 | Not recorded | 69c21ad90636e5bf4afc4dd5 | | LLaVA-OneVision | 46.7 | Not recorded | 69c21ad90636e5bf4afc4dd5 | ### LLaVA-Video Accuracy: 70.3. Result ID: 69c2cb8547f34ce924acabcd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Param":"72B","Frames":"64"}. This record does not assert independent reproduction. ### Gemini-1.5-Pro Accuracy: 67.4. Result ID: 69c2cb8547f34ce924acabc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param":"-","Frames":"256"}. This record does not assert independent reproduction. ### VideoDetective (SeedVL-1.5) Accuracy: 65.6. Result ID: 69c2cb8547f34ce924acabce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Param":"20B(A)","Frames":"32"}. This record does not assert independent reproduction. ### GPT-4o Accuracy: 65.3. Result ID: 69c2cb8547f34ce924acabbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param":"-","Frames":"384"}. This record does not assert independent reproduction. ### Qwen2.5-VL Accuracy: 64.6. Result ID: 69c2cb8547f34ce924acabcc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param":"72B","Frames":"128"}. This record does not assert independent reproduction. ### SeedVL-1.5 Accuracy: 63.1. Result ID: 69c2cb8547f34ce924acabc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param":"20B(A)","Frames":"32"}. This record does not assert independent reproduction. ### VideoDetective (Qwen3-VL) Accuracy: 55.6. Result ID: 69c2cb8547f34ce924acabcb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Param":"8B","Frames":"32"}. This record does not assert independent reproduction. ### LongVITA-16k Accuracy: 54.7. Result ID: 69c2cb8547f34ce924acabc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param":"14B","Frames":"64"}. This record does not assert independent reproduction. ### Qwen2.5-VL Accuracy: 53.9. Result ID: 69c2cb8547f34ce924acabc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param":"7B","Frames":"128"}. This record does not assert independent reproduction. ### LongVILA Accuracy: 53. Result ID: 69c2cb8547f34ce924acabc3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Param":"7B","Frames":"1fps"}. This record does not assert independent reproduction. ### LLaVA-Video Accuracy: 52.9. Result ID: 69c2cb8547f34ce924acabc5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Param":"7B","Frames":"512"}. This record does not assert independent reproduction. ### VideoXL Accuracy: 52.3. Result ID: 69c2cb8547f34ce924acabc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param":"7B","Frames":"1fps"}. This record does not assert independent reproduction. ### InternVL-2.5 Accuracy: 50.8. Result ID: 69c2cb8547f34ce924acabc9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Param":"8B","Frames":"32"}. This record does not assert independent reproduction. ### Qwen3-VL Accuracy: 50.2. Result ID: 69c2cb8547f34ce924acabc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param":"8B","Frames":"32"}. This record does not assert independent reproduction. ### VITA-1.5 Accuracy: 47.1. Result ID: 69c2cb8547f34ce924acabca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param":"7B","Frames":"16"}. This record does not assert independent reproduction. ### LLaVA-OneVision Accuracy: 46.7. Result ID: 69c2cb8547f34ce924acabc4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Param":"7B","Frames":"-"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.