# Video Question Answering on EgoSchema 5031 videos (test) Source: [Video Question Answering on EgoSchema 5031 videos (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:07.416Z Evaluation of model performance on the test split of the EgoSchema 5031 videos dataset for Video Question Answering. 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 Question Answering | | Dataset (including any stated split) | EgoSchema 5031 videos (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LifelongMemory | 62.4 | Not recorded | 68fa795c1e209131cea7d42d | | Tarsier | 61.7 | Not recorded | 68fa795c1e209131cea7d42d | | LVNet + MVU | 61.3 | Not recorded | 68fa795c1e209131cea7d42d | | VideoTree | 61.1 | Not recorded | 68fa795c1e209131cea7d42d | | LVNet | 61.1 | Not recorded | 68fa795c1e209131cea7d42d | | InternVideo2 | 55.8 | Not recorded | 68fa795c1e209131cea7d42d | | VideoAgent | 54.1 | Not recorded | 68fa795c1e209131cea7d42d | | MoreVQA | 51.7 | Not recorded | 68fa795c1e209131cea7d42d | | LLoVi | 50.3 | Not recorded | 68fa795c1e209131cea7d42d | | Tarsier | 49.9 | Not recorded | 68fa795c1e209131cea7d42d | | Vamos | 48.3 | Not recorded | 68fa795c1e209131cea7d42d | | MC-ViT-L | 44.4 | Not recorded | 68fa795c1e209131cea7d42d | | LangRepo | 41.2 | Not recorded | 68fa795c1e209131cea7d42d | | SF-VLM + MVU | 37.6 | Not recorded | 68fa795c1e209131cea7d42d | | Vamos | 36.7 | Not recorded | 68fa795c1e209131cea7d42d | | SF-VLM | 36.4 | Not recorded | 68fa795c1e209131cea7d42d | | LLoVi | 33.5 | Not recorded | 68fa795c1e209131cea7d42d | | LongViViT | 33.3 | Not recorded | 68fa795c1e209131cea7d42d | | InternVideo | 32.1 | Not recorded | 68fa795c1e209131cea7d42d | | SeViLA+ShortViViT | 31.3 | Not recorded | 68fa795c1e209131cea7d42d | | mPLUG-Owl | 31.1 | Not recorded | 68fa795c1e209131cea7d42d | | ImageViT | 30.9 | Not recorded | 68fa795c1e209131cea7d42d | | FrozenBiLM | 26.9 | Not recorded | 68fa795c1e209131cea7d42d | | SeViLA | 22.7 | Not recorded | 68fa795c1e209131cea7d42d | | Random Selection | 20 | Not recorded | 68fa795c1e209131cea7d42d | | VIOLET | 19.9 | Not recorded | 68fa795c1e209131cea7d42d | ### LifelongMemory Top-1 Accuracy: 62.4. Result ID: 6995dc713badfaffe6e31ff1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":false,"Closed Model":true,"Params":"1.8T"}. This record does not assert independent reproduction. ### Tarsier Top-1 Accuracy: 61.7. Result ID: 6995dc713badfaffe6e31feb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":true,"Closed Model":false,"Params":"34B"}. This record does not assert independent reproduction. ### LVNet + MVU Top-1 Accuracy: 61.3. Result ID: 6995dc713badfaffe6e31ff8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":false,"Closed Model":true,"Params":"1.8T"}. This record does not assert independent reproduction. ### VideoTree Top-1 Accuracy: 61.1. Result ID: 6995dc713badfaffe6e31ff4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":false,"Closed Model":true,"Params":"1.8T"}. This record does not assert independent reproduction. ### LVNet Top-1 Accuracy: 61.1. Result ID: 6995dc713badfaffe6e31ff5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":false,"Closed Model":true,"Params":"1.8T"}. This record does not assert independent reproduction. ### InternVideo2 Top-1 Accuracy: 55.8. Result ID: 6995dc713badfaffe6e31fe9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":true,"Closed Model":false,"Params":"7B"}. This record does not assert independent reproduction. ### VideoAgent Top-1 Accuracy: 54.1. Result ID: 6995dc713badfaffe6e31ff3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":false,"Closed Model":true,"Params":"1.8T"}. This record does not assert independent reproduction. ### MoreVQA Top-1 Accuracy: 51.7. Result ID: 6995dc713badfaffe6e31ff2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":false,"Closed Model":false,"Params":null}. This record does not assert independent reproduction. ### LLoVi Top-1 Accuracy: 50.3. Result ID: 6995dc713badfaffe6e31ff0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":false,"Closed Model":true,"Params":"1.8T"}. This record does not assert independent reproduction. ### Tarsier Top-1 Accuracy: 49.9. Result ID: 6995dc713badfaffe6e31fea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":true,"Closed Model":false,"Params":"7B"}. This record does not assert independent reproduction. ### Vamos Top-1 Accuracy: 48.3. Result ID: 6995dc713badfaffe6e31fef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":false,"Closed Model":true,"Params":"1.8T"}. This record does not assert independent reproduction. ### MC-ViT-L Top-1 Accuracy: 44.4. Result ID: 6995dc713badfaffe6e31fe8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero Shot":false,"Video Training":true,"Closed Model":false,"Params":"424M"}. This record does not assert independent reproduction. ### LangRepo Top-1 Accuracy: 41.2. Result ID: 6995dc713badfaffe6e31fee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":false,"Closed Model":false,"Params":"12B"}. This record does not assert independent reproduction. ### SF-VLM + MVU Top-1 Accuracy: 37.6. Result ID: 6995dc713badfaffe6e31ff7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":false,"Closed Model":false,"Params":"13B"}. This record does not assert independent reproduction. ### Vamos Top-1 Accuracy: 36.7. Result ID: 6995dc713badfaffe6e31fec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":false,"Closed Model":false,"Params":"13B"}. This record does not assert independent reproduction. ### SF-VLM Top-1 Accuracy: 36.4. Result ID: 6995dc713badfaffe6e31ff6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":false,"Closed Model":false,"Params":"13B"}. This record does not assert independent reproduction. ### LLoVi Top-1 Accuracy: 33.5. Result ID: 6995dc713badfaffe6e31fed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":false,"Closed Model":false,"Params":"13B"}. This record does not assert independent reproduction. ### LongViViT Top-1 Accuracy: 33.3. Result ID: 6995dc713badfaffe6e31fe7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":true,"Closed Model":false,"Params":"1B"}. This record does not assert independent reproduction. ### InternVideo Top-1 Accuracy: 32.1. Result ID: 6995dc713badfaffe6e31fe4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":false,"Video Training":true,"Closed Model":false,"Params":"478M"}. This record does not assert independent reproduction. ### SeViLA+ShortViViT Top-1 Accuracy: 31.3. Result ID: 6995dc713badfaffe6e31fe6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero Shot":false,"Video Training":true,"Closed Model":false,"Params":"5B"}. This record does not assert independent reproduction. ### mPLUG-Owl Top-1 Accuracy: 31.1. Result ID: 6995dc713badfaffe6e31fe3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":true,"Closed Model":false,"Params":"7.2B"}. This record does not assert independent reproduction. ### ImageViT Top-1 Accuracy: 30.9. Result ID: 6995dc713badfaffe6e31fe5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero Shot":false,"Video Training":false,"Closed Model":false,"Params":"1B"}. This record does not assert independent reproduction. ### FrozenBiLM Top-1 Accuracy: 26.9. Result ID: 6995dc713badfaffe6e31fe1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":true,"Closed Model":false,"Params":"1.2B"}. This record does not assert independent reproduction. ### SeViLA Top-1 Accuracy: 22.7. Result ID: 6995dc713badfaffe6e31fe2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":true,"Video Training":true,"Closed Model":false,"Params":"4B"}. This record does not assert independent reproduction. ### Random Selection Top-1 Accuracy: 20. Result ID: 6995dc713badfaffe6e31fdf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VIOLET Top-1 Accuracy: 19.9. Result ID: 6995dc713badfaffe6e31fe0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero Shot":false,"Video Training":true,"Closed Model":false,"Params":"198M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.