# Video Question Answering on MMEB Video QA v2 (test) Source: [Video Question Answering on MMEB Video QA v2 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:35:54.152Z Evaluation of Video Question Answering performance on the test split of the MMEB Video QA v2 dataset, reporting aggregate scores across sub-benchmarks including Video-MME, MVBench, NExT-QA, EgoSchema, and ActivityNetQA. 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) | MMEB Video QA v2 (test) | | Metric | Average Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [Average Score](): Higher is better; unit: PERCENT. - [Video-MME Score](): Higher is better; unit: PERCENT. - [MVBench Score](): Higher is better; unit: PERCENT. - [NExT-QA Score](): Higher is better; unit: PERCENT. - [EgoSchema Score](): Higher is better; unit: PERCENT. - [ActivityNetQA Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Score | Result date | Report paper | | --- | --- | --- | --- | | WAVE 7B | 72.5 | Not recorded | 68fa7ba91e209131cea89bb0 | | Seed-1.6-Embedding | 60.9 | Not recorded | 68fa7ba91e209131cea89bb0 | | CAFe 7B | 58.7 | Not recorded | 68fa7ba91e209131cea89bb0 | | WAVE 7B | 51.8 | Not recorded | 68fa7ba91e209131cea89bb0 | | GME 7B | 50.4 | Not recorded | 68fa7ba91e209131cea89bb0 | | LamRA 7B | 42.6 | Not recorded | 68fa7ba91e209131cea89bb0 | ### WAVE 7B Average Score: 72.5. Result ID: 699e444d5698665ec401f102. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model size":"7B","Prompting Strategy":"w/ separate questions"}. This record does not assert independent reproduction. ### Seed-1.6-Embedding Average Score: 60.9. Result ID: 699e444d5698665ec401f100. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAFe 7B Average Score: 58.7. Result ID: 699e444d5698665ec401f0ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model size":"7B"}. This record does not assert independent reproduction. ### WAVE 7B Average Score: 51.8. Result ID: 699e444d5698665ec401f101. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model size":"7B","Prompting Strategy":"w/ a common prompt"}. This record does not assert independent reproduction. ### GME 7B Average Score: 50.4. Result ID: 699e444d5698665ec401f0fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model size":"7B"}. This record does not assert independent reproduction. ### LamRA 7B Average Score: 42.6. Result ID: 699e444d5698665ec401f0fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model size":"7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.