# Video Question Answering on NExT-QA 5-180s (test) Source: [Video Question Answering on NExT-QA 5-180s (test)]() Collection index: [llms.txt]() Data updated: 2026-05-08T10:21:04.558Z Evaluation of model performance on the NExT-QA 5-180s test split for Video Question Answering tasks, reporting accuracy. 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) | NExT-QA 5-180s (test) | | Metric | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | InternVL3.5-8B + EC-RAG | 80.54 | Not recorded | 69fd6e1a5497b3b670c8946a | | VideoLlama3-7B + EC-RAG | 78.48 | Not recorded | 69fd6e1a5497b3b670c8946a | | InternVL3.5-8B | 77.54 | Not recorded | 69fd6e1a5497b3b670c8946a | | GPT-4o (Closed-source) | 76.71 | Not recorded | 69fd6e1a5497b3b670c8946a | | VideoLlama3-7B | 76.69 | Not recorded | 69fd6e1a5497b3b670c8946a | | Gemini1.5-pro (Closed-source) | 75.74 | Not recorded | 69fd6e1a5497b3b670c8946a | | Qwen3-VL-8B + EC-RAG | 75.54 | Not recorded | 69fd6e1a5497b3b670c8946a | | Qwen3-VL-8B | 73.08 | Not recorded | 69fd6e1a5497b3b670c8946a | ### InternVL3.5-8B + EC-RAG Accuracy: 80.54. Result ID: 69fdb90847f34ce924e14888. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL3.5-8B","Augmentation":"EC-RAG"}. This record does not assert independent reproduction. ### VideoLlama3-7B + EC-RAG Accuracy: 78.48. Result ID: 69fdb90847f34ce924e14886. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VideoLlama3-7B","Augmentation":"EC-RAG"}. This record does not assert independent reproduction. ### InternVL3.5-8B Accuracy: 77.54. Result ID: 69fdb90847f34ce924e14887. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"InternVL3.5-8B"}. This record does not assert independent reproduction. ### GPT-4o (Closed-source) Accuracy: 76.71. Result ID: 69fdb90847f34ce924e14881. [Reporting paper]() Recorded evaluation configuration: {"Access":"Closed-source"}. This record does not assert independent reproduction. ### VideoLlama3-7B Accuracy: 76.69. Result ID: 69fdb90847f34ce924e14885. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VideoLlama3-7B"}. This record does not assert independent reproduction. ### Gemini1.5-pro (Closed-source) Accuracy: 75.74. Result ID: 69fdb90847f34ce924e14882. [Reporting paper]() Recorded evaluation configuration: {"Access":"Closed-source"}. This record does not assert independent reproduction. ### Qwen3-VL-8B + EC-RAG Accuracy: 75.54. Result ID: 69fdb90847f34ce924e14884. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-8B","Augmentation":"EC-RAG"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Accuracy: 73.08. Result ID: 69fdb90847f34ce924e14883. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.