# Video Question Answering on LVBench (p@1, p@4, m@4) Source: [Video Question Answering on LVBench (p@1, p@4, m@4)]() Collection index: [llms.txt]() Data updated: 2026-07-07T07:55:25.476Z Evaluation of model performance on the LVBench dataset for Video Question Answering, specifically reporting precision-based metrics (p@1, p@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) | LVBench | | 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-GPT | 40.3 | Not recorded | 6a4c87dc85dba69fef8b2321 | | VSeek-EM | 40 | Not recorded | 6a4c87dc85dba69fef8b2321 | | GPT-5.2 | 38.8 | Not recorded | 6a4c87dc85dba69fef8b2321 | | VSeek-VETL | 38.8 | Not recorded | 6a4c87dc85dba69fef8b2321 | | Qwen3-VL-4B-Instruct | 38.7 | Not recorded | 6a4c87dc85dba69fef8b2321 | | Qwen3-VL-8B-Instruct | 38.7 | Not recorded | 6a4c87dc85dba69fef8b2321 | | Naive RAG | 37.1 | Not recorded | 6a4c87dc85dba69fef8b2321 | | Qwen3-VL-4B-Thinking | 35.6 | Not recorded | 6a4c87dc85dba69fef8b2321 | | Qwen3-VL-8B-Thinking | 35.1 | Not recorded | 6a4c87dc85dba69fef8b2321 | | VideoTree | 34 | Not recorded | 6a4c87dc85dba69fef8b2321 | | InternVL-3.5-4B | 32.6 | Not recorded | 6a4c87dc85dba69fef8b2321 | ### VSeek-GPT P@1: 40.3. Result ID: 6a4cb0d260b88bb339c7f7f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"base\_model":"GPT-5.2"}. This record does not assert independent reproduction. ### VSeek-EM P@1: 40. Result ID: 6a4cb0d260b88bb339c7f7f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reward\_type":"exact-match"}. This record does not assert independent reproduction. ### GPT-5.2 P@1: 38.8. Result ID: 6a4cb0d260b88bb339c7f7f0. [Reporting paper]() Recorded evaluation configuration: {"frames":"64"}. This record does not assert independent reproduction. ### VSeek-VETL P@1: 38.8. Result ID: 6a4cb0d260b88bb339c7f7fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reward\_type":"VETL"}. This record does not assert independent reproduction. ### Qwen3-VL-4B-Instruct P@1: 38.7. Result ID: 6a4cb0d260b88bb339c7f7f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"4B"}. This record does not assert independent reproduction. ### Qwen3-VL-8B-Instruct P@1: 38.7. Result ID: 6a4cb0d260b88bb339c7f7f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"8B"}. This record does not assert independent reproduction. ### Naive RAG P@1: 37.1. Result ID: 6a4cb0d260b88bb339c7f7f7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-VL-4B-Thinking P@1: 35.6. Result ID: 6a4cb0d260b88bb339c7f7f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"4B"}. This record does not assert independent reproduction. ### Qwen3-VL-8B-Thinking P@1: 35.1. Result ID: 6a4cb0d260b88bb339c7f7f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameters":"8B"}. This record does not assert independent reproduction. ### VideoTree P@1: 34. Result ID: 6a4cb0d260b88bb339c7f7f8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InternVL-3.5-4B P@1: 32.6. Result ID: 6a4cb0d260b88bb339c7f7f2. [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.