# Video Question Answering on EgoTaskQA indirect Source: [Video Question Answering on EgoTaskQA indirect]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:30.077Z Evaluation of model performance on the EgoTaskQA indirect dataset for Video Question Answering, reporting accuracy across various question types including world, intent, predictive, and counterfactual queries. 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) | EgoTaskQA indirect | | Metric | Accuracy (World) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 (World)](): Higher is better; unit: PERCENT. - [Accuracy (All)](): Higher is better; unit: PERCENT. - [Accuracy (Intent)](): Higher is better; unit: PERCENT. - [Accuracy (Multi-Agent)](): Higher is better; unit: PERCENT. - [Accuracy (Descriptive)](): Higher is better; unit: PERCENT. - [Accuracy (Predictive)](): Higher is better; unit: PERCENT. - [Accuracy (Counterfactual)](): Higher is better; unit: PERCENT. - [Accuracy (Explanatory)](): Higher is better; unit: PERCENT. - [Accuracy (Action)](): Higher is better; unit: PERCENT. - [Accuracy (Object)](): Higher is better; unit: PERCENT. - [Accuracy (State)](): Higher is better; unit: PERCENT. - [Accuracy (Change)](): Higher is better; unit: PERCENT. - [Performance Change](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (World) | Result date | Report paper | | --- | --- | --- | --- | | VideoDistill | 47.82 | Not recorded | 68fa72bf1e209131cea58589 | | PSAC | 44.74 | Not recorded | 68fa72bf1e209131cea58589 | | HCRN | 44.04 | Not recorded | 68fa72bf1e209131cea58589 | | VisualBERT | 40 | Not recorded | 68fa72bf1e209131cea58589 | | HME | 35.91 | Not recorded | 68fa72bf1e209131cea58589 | | BERT | 34.96 | Not recorded | 68fa72bf1e209131cea58589 | | HCRN | 33.61 | Not recorded | 68fa72bf1e209131cea58589 | | HGA | 31.29 | Not recorded | 68fa72bf1e209131cea58589 | | ClipBERT | 26.51 | Not recorded | 68fa72bf1e209131cea58589 | ### VideoDistill Accuracy (World): 47.82. Result ID: 6992771c3a6c3148490f25b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PSAC Accuracy (World): 44.74. Result ID: 6992771c3a6c3148490f25b0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HCRN Accuracy (World): 44.04. Result ID: 6992771c3a6c3148490f25b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"vision usage":"full vision"}. This record does not assert independent reproduction. ### VisualBERT Accuracy (World): 40. Result ID: 6992771c3a6c3148490f25af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HME Accuracy (World): 35.91. Result ID: 6992771c3a6c3148490f25b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BERT Accuracy (World): 34.96. Result ID: 6992771c3a6c3148490f25ad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HCRN Accuracy (World): 33.61. Result ID: 6992771c3a6c3148490f25ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"vision usage":"w/o vision"}. This record does not assert independent reproduction. ### HGA Accuracy (World): 31.29. Result ID: 6992771c3a6c3148490f25b2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ClipBERT Accuracy (World): 26.51. Result ID: 6992771c3a6c3148490f25b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.