# Video Question Answering on MLVU (p@1, p@4, m@4) Source: [Video Question Answering on MLVU (p@1, p@4, m@4)]() Collection index: [llms.txt]() Data updated: 2026-07-07T07:55:25.455Z Evaluation of Video Question Answering performance on the MLVU dataset, measured using Precision at K (p@1, p@4) and Mean at 4 (m@4). 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) | MLVU | | Metric | p@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [p@1](): Higher is better; unit: PERCENT. - [p@4](): Higher is better; unit: PERCENT. - [m@4](): Higher is better; unit: PERCENT. ## Recorded results | Method | p@1 | Result date | Report paper | | --- | --- | --- | --- | | VSeek-VETL | 67.9 | Not recorded | 6a4c87dc85dba69fef8b2321 | | VSeek-EM | 66.7 | Not recorded | 6a4c87dc85dba69fef8b2321 | | Qwen3-VL-4B-Instruct | 61.9 | Not recorded | 6a4c87dc85dba69fef8b2321 | | Qwen3-VL-8B-Instruct | 61.9 | Not recorded | 6a4c87dc85dba69fef8b2321 | | GPT-5.2 | 61.3 | Not recorded | 6a4c87dc85dba69fef8b2321 | | Qwen3-VL-4B-Thinking | 58 | Not recorded | 6a4c87dc85dba69fef8b2321 | | VSeek-GPT | 56.3 | Not recorded | 6a4c87dc85dba69fef8b2321 | | Qwen3-VL-8B-Thinking | 56.3 | Not recorded | 6a4c87dc85dba69fef8b2321 | | Naive RAG | 55.6 | Not recorded | 6a4c87dc85dba69fef8b2321 | | VideoTree | 46.1 | Not recorded | 6a4c87dc85dba69fef8b2321 | | InternVL-3.5-4B | 41.8 | Not recorded | 6a4c87dc85dba69fef8b2321 | ### VSeek-VETL p@1: 67.9. Result ID: 6a4cb0d260b88bb339c7f7ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reward\_type":"VETL"}. This record does not assert independent reproduction. ### VSeek-EM p@1: 66.7. Result ID: 6a4cb0d260b88bb339c7f7ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reward\_type":"exact-match"}. This record does not assert independent reproduction. ### Qwen3-VL-4B-Instruct p@1: 61.9. Result ID: 6a4cb0d260b88bb339c7f7e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"4B"}. This record does not assert independent reproduction. ### Qwen3-VL-8B-Instruct p@1: 61.9. Result ID: 6a4cb0d260b88bb339c7f7eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"8B"}. This record does not assert independent reproduction. ### GPT-5.2 p@1: 61.3. Result ID: 6a4cb0d260b88bb339c7f7e5. [Reporting paper]() Recorded evaluation configuration: {"frames":"64"}. This record does not assert independent reproduction. ### Qwen3-VL-4B-Thinking p@1: 58. Result ID: 6a4cb0d260b88bb339c7f7e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"4B"}. This record does not assert independent reproduction. ### VSeek-GPT p@1: 56.3. Result ID: 6a4cb0d260b88bb339c7f7e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"base\_model":"GPT-5.2"}. This record does not assert independent reproduction. ### Qwen3-VL-8B-Thinking p@1: 56.3. Result ID: 6a4cb0d260b88bb339c7f7ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"8B"}. This record does not assert independent reproduction. ### Naive RAG p@1: 55.6. Result ID: 6a4cb0d260b88bb339c7f7ec. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VideoTree p@1: 46.1. Result ID: 6a4cb0d260b88bb339c7f7ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InternVL-3.5-4B p@1: 41.8. Result ID: 6a4cb0d260b88bb339c7f7e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"parameters":"4B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.