# Video Question Answering on HourVideo v1.0 (test) Source: [Video Question Answering on HourVideo v1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-05T09:48:58.055Z Evaluation of model performance on the test split of HourVideo version 1.0 for Video Question Answering tasks, reporting accuracy across overall, navigation, perception, visual reasoning, and summarization components. 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) | HourVideo v1.0 (test) | | Metric | Overall Accuracy | | 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 - [Overall Accuracy](): Higher is better; unit: PERCENT. - [Navigation Accuracy](): Higher is better; unit: PERCENT. - [Perception Accuracy](): Higher is better; unit: PERCENT. - [Visual Reasoning Accuracy](): Higher is better; unit: PERCENT. - [Summarization Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Overall Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FocusGraph-m | 33.4 | Not recorded | 69a90e062d603e6de3e407f5 | | GenS | 32.9 | Not recorded | 69a90e062d603e6de3e407f5 | | FocusGraph-s | 32.3 | Not recorded | 69a90e062d603e6de3e407f5 | | ViaRL | 32.23 | Not recorded | 69a90e062d603e6de3e407f5 | | Uniform Sampling | 31.22 | Not recorded | 69a90e062d603e6de3e407f5 | | Uniform Sampling | 29.86 | Not recorded | 69a90e062d603e6de3e407f5 | | MaxInfo | 29.61 | Not recorded | 69a90e062d603e6de3e407f5 | | ReMEmbR | 24.28 | Not recorded | 69a90e062d603e6de3e407f5 | ### FocusGraph-m Overall Accuracy: 33.4. Result ID: 69a951706dbb7075b9533180. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QA LLM":"Qwen-2.5-VL-7B","Frame Number":"8"}. This record does not assert independent reproduction. ### GenS Overall Accuracy: 32.9. Result ID: 69a951706dbb7075b953317d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QA LLM":"Qwen-2.5-VL-7B","Frame Number":"8"}. This record does not assert independent reproduction. ### FocusGraph-s Overall Accuracy: 32.3. Result ID: 69a951706dbb7075b953317f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QA LLM":"Qwen-2.5-VL-7B","Frame Number":"8"}. This record does not assert independent reproduction. ### ViaRL Overall Accuracy: 32.23. Result ID: 69a951706dbb7075b953317e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QA LLM":"Qwen-2.5-VL-7B","Frame Number":"8"}. This record does not assert independent reproduction. ### Uniform Sampling Overall Accuracy: 31.22. Result ID: 69a951706dbb7075b953317a. [Reporting paper]() Recorded evaluation configuration: {"QA LLM":"Qwen-2.5-VL-7B","Frame Number":"16"}. This record does not assert independent reproduction. ### Uniform Sampling Overall Accuracy: 29.86. Result ID: 69a951706dbb7075b9533179. [Reporting paper]() Recorded evaluation configuration: {"QA LLM":"Qwen-2.5-VL-7B","Frame Number":"8"}. This record does not assert independent reproduction. ### MaxInfo Overall Accuracy: 29.61. Result ID: 69a951706dbb7075b953317b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QA LLM":"Qwen-2.5-VL-7B","Frame Number":"16"}. This record does not assert independent reproduction. ### ReMEmbR Overall Accuracy: 24.28. Result ID: 69a951706dbb7075b953317c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QA LLM":"Llama3.1-8B","Frame Number":"8ยน"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.