# Video Question Answering on Video-MME no subtitles v2 (test) Source: [Video Question Answering on Video-MME no subtitles v2 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-12T16:44:24.795Z Evaluation of Video Question Answering performance on the test split of the Video-MME no subtitles v2 dataset, reporting accuracy metrics (Non-Linear, Average) and computational cost (TFLOPs). 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) | Video-MME no subtitles v2 (test) | | Metric | Non-Linear Accuracy | | 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 - [Non-Linear Accuracy](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. - [TFLOPs](): Lower is better; unit: OTHER. ## Recorded results | Method | Non-Linear Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Qwen3-VL-8B | 14.91 | Not recorded | 6a02b4addbc836b87d824f22 | | Qwen3-VL-4B | 14.11 | Not recorded | 6a02b4addbc836b87d824f22 | | GP-4B | 12.86 | Not recorded | 6a02b4addbc836b87d824f22 | | GP-8B | 12.6 | Not recorded | 6a02b4addbc836b87d824f22 | | GP-2B-\>8B | 11.7 | Not recorded | 6a02b4addbc836b87d824f22 | | Uniform-Meff -\> 8B | 10.83 | Not recorded | 6a02b4addbc836b87d824f22 | | GP-2B-\>4B | 10.76 | Not recorded | 6a02b4addbc836b87d824f22 | | Qwen3-VL-2B | 9.45 | Not recorded | 6a02b4addbc836b87d824f22 | | GP-2B | 8.39 | Not recorded | 6a02b4addbc836b87d824f22 | ### Qwen3-VL-8B Non-Linear Accuracy: 14.91. Result ID: 6a0358cf47f34ce924e8e6ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pipeline":"Monolithic Baselines","K (Frame Pool Size)":"144","Model Size":"8B"}. This record does not assert independent reproduction. ### Qwen3-VL-4B Non-Linear Accuracy: 14.11. Result ID: 6a0358cf47f34ce924e8e6ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pipeline":"Monolithic Baselines","K (Frame Pool Size)":"144","Model Size":"4B"}. This record does not assert independent reproduction. ### GP-4B Non-Linear Accuracy: 12.86. Result ID: 6a0358cf47f34ce924e8e6ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pipeline":"Single-Model GridProbe","Selector Model":"Qwen3-VL-4B","QA Model":"Qwen3-VL-4B","K (Frame Pool Size)":"144"}. This record does not assert independent reproduction. ### GP-8B Non-Linear Accuracy: 12.6. Result ID: 6a0358cf47f34ce924e8e6f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pipeline":"Single-Model GridProbe","Selector Model":"Qwen3-VL-8B","QA Model":"Qwen3-VL-8B","K (Frame Pool Size)":"144"}. This record does not assert independent reproduction. ### GP-2B-\>8B Non-Linear Accuracy: 11.7. Result ID: 6a0358cf47f34ce924e8e6f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pipeline":"Cross-Model GridProbe","Selector Model":"Qwen3-VL-2B","QA Model":"Qwen3-VL-8B","K (Frame Pool Size)":"144"}. This record does not assert independent reproduction. ### Uniform-Meff -\> 8B Non-Linear Accuracy: 10.83. Result ID: 6a0358cf47f34ce924e8e6f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pipeline":"Cross-Model GridProbe (Control)","Selection":"Uniform","QA Model":"Qwen3-VL-8B","K (Frame Pool Size)":"144"}. This record does not assert independent reproduction. ### GP-2B-\>4B Non-Linear Accuracy: 10.76. Result ID: 6a0358cf47f34ce924e8e6f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pipeline":"Cross-Model GridProbe","Selector Model":"Qwen3-VL-2B","QA Model":"Qwen3-VL-4B","K (Frame Pool Size)":"144"}. This record does not assert independent reproduction. ### Qwen3-VL-2B Non-Linear Accuracy: 9.45. Result ID: 6a0358cf47f34ce924e8e6eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pipeline":"Monolithic Baselines","K (Frame Pool Size)":"144","Model Size":"2B"}. This record does not assert independent reproduction. ### GP-2B Non-Linear Accuracy: 8.39. Result ID: 6a0358cf47f34ce924e8e6ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pipeline":"Single-Model GridProbe","Selector Model":"Qwen3-VL-2B","QA Model":"Qwen3-VL-2B","K (Frame Pool Size)":"144"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.