# Video Question Answering on OL-VideoQA (test) Source: [Video Question Answering on OL-VideoQA (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:12.459Z Evaluation of model performance on the test split of the OL-VideoQA dataset for Video Question Answering tasks, reporting metrics like BLEU and WUPS. 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) | OL-VideoQA (test) | | Metric | BLEU-1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [BLEU-1](): Higher is better; unit: PERCENT. - [WUPS@0.9](): Higher is better; unit: PERCENT. - [WUPS@0.0](): Higher is better; unit: PERCENT. ## Recorded results | Method | BLEU-1 | Result date | Report paper | | --- | --- | --- | --- | | MV-GPT | 46.98 | Not recorded | 68fa6c821e209131cea34698 | | No PT | 42.32 | Not recorded | 68fa6c821e209131cea34698 | | STVQA+ | 33.32 | Not recorded | 68fa6c821e209131cea34698 | | UNIFY | 29.85 | Not recorded | 68fa6c821e209131cea34698 | | HCSA | 28.83 | Not recorded | 68fa6c821e209131cea34698 | | MN | 28.37 | Not recorded | 68fa6c821e209131cea34698 | | AHN | 25.81 | Not recorded | 68fa6c821e209131cea34698 | | CDMN+ | 25.38 | Not recorded | 68fa6c821e209131cea34698 | ### MV-GPT BLEU-1: 46.98. Result ID: 698f1ebc3a6c314849f5f8bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train-set size":"25,636","Pretrained":true}. This record does not assert independent reproduction. ### No PT BLEU-1: 42.32. Result ID: 698f1ebc3a6c314849f5f8ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train-set size":"25,636","Pretrained":false}. This record does not assert independent reproduction. ### STVQA+ BLEU-1: 33.32. Result ID: 698f1ebc3a6c314849f5f8b6. [Reporting paper]() Recorded evaluation configuration: {"Train-set size":"24,641"}. This record does not assert independent reproduction. ### UNIFY BLEU-1: 29.85. Result ID: 698f1ebc3a6c314849f5f8b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train-set size":"24,131"}. This record does not assert independent reproduction. ### HCSA BLEU-1: 28.83. Result ID: 698f1ebc3a6c314849f5f8b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train-set size":"52,604"}. This record does not assert independent reproduction. ### MN BLEU-1: 28.37. Result ID: 698f1ebc3a6c314849f5f8b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train-set size":"19,861"}. This record does not assert independent reproduction. ### AHN BLEU-1: 25.81. Result ID: 698f1ebc3a6c314849f5f8b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train-set size":"52,604"}. This record does not assert independent reproduction. ### CDMN+ BLEU-1: 25.38. Result ID: 698f1ebc3a6c314849f5f8b7. [Reporting paper]() Recorded evaluation configuration: {"Train-set size":"52,604"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.