# Video Question Answering on M3IT IVQA Source: [Video Question Answering on M3IT IVQA]() Collection index: [llms.txt]() Data updated: 2026-03-04T13:13:05.597Z Evaluation of model performance on the M3IT IVQA dataset for Video Question Answering tasks, reporting Rouge-L scores. 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) | M3IT IVQA | | Metric | Rouge-L | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Rouge-L](): Higher is better; unit: PERCENT. ## Recorded results | Method | Rouge-L | Result date | Report paper | | --- | --- | --- | --- | | v-LCM | 63.9 | Not recorded | 69a66c142d603e6de3e3cda5 | | Qwen2.5-VL | 54.2 | Not recorded | 69a66c142d603e6de3e3cda5 | | Qwen2-VL | 49.4 | Not recorded | 69a66c142d603e6de3e3cda5 | | LCM | 48.9 | Not recorded | 69a66c142d603e6de3e3cda5 | | Qwen2.5-VL | 48.5 | Not recorded | 69a66c142d603e6de3e3cda5 | | Percep. LM | 41.4 | Not recorded | 69a66c142d603e6de3e3cda5 | | InterVL2 | 39.5 | Not recorded | 69a66c142d603e6de3e3cda5 | | Qwen2-VL | 39.1 | Not recorded | 69a66c142d603e6de3e3cda5 | | Percep. LM | 39.1 | Not recorded | 69a66c142d603e6de3e3cda5 | | InterVL2 | 38.4 | Not recorded | 69a66c142d603e6de3e3cda5 | | InterVL2 | 31.8 | Not recorded | 69a66c142d603e6de3e3cda5 | | Percep. LM | 26.1 | Not recorded | 69a66c142d603e6de3e3cda5 | | InternVL-2.5 | 24.9 | Not recorded | 69a66c142d603e6de3e3cda5 | | InternVL-2.5 | 22.7 | Not recorded | 69a66c142d603e6de3e3cda5 | | InternVL-2.5 | 19.3 | Not recorded | 69a66c142d603e6de3e3cda5 | ### v-LCM Rouge-L: 63.9. Result ID: 69a82fc96dbb7075b94e95f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"v-LCM"}. This record does not assert independent reproduction. ### Qwen2.5-VL Rouge-L: 54.2. Result ID: 69a82fc96dbb7075b94e95ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction. ### Qwen2-VL Rouge-L: 49.4. Result ID: 69a82fc96dbb7075b94e95ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"2B"}. This record does not assert independent reproduction. ### LCM Rouge-L: 48.9. Result ID: 69a82fc96dbb7075b94e95f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"LCM"}. This record does not assert independent reproduction. ### Qwen2.5-VL Rouge-L: 48.5. Result ID: 69a82fc96dbb7075b94e95ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"3B"}. This record does not assert independent reproduction. ### Percep. LM Rouge-L: 41.4. Result ID: 69a82fc96dbb7075b94e95f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"8B"}. This record does not assert independent reproduction. ### InterVL2 Rouge-L: 39.5. Result ID: 69a82fc96dbb7075b94e95e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"1B"}. This record does not assert independent reproduction. ### Qwen2-VL Rouge-L: 39.1. Result ID: 69a82fc96dbb7075b94e95eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction. ### Percep. LM Rouge-L: 39.1. Result ID: 69a82fc96dbb7075b94e95ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"1B"}. This record does not assert independent reproduction. ### InterVL2 Rouge-L: 38.4. Result ID: 69a82fc96dbb7075b94e95e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"8B"}. This record does not assert independent reproduction. ### InterVL2 Rouge-L: 31.8. Result ID: 69a82fc96dbb7075b94e95e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"4B"}. This record does not assert independent reproduction. ### Percep. LM Rouge-L: 26.1. Result ID: 69a82fc96dbb7075b94e95ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"3B"}. This record does not assert independent reproduction. ### InternVL-2.5 Rouge-L: 24.9. Result ID: 69a82fc96dbb7075b94e95e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"4B"}. This record does not assert independent reproduction. ### InternVL-2.5 Rouge-L: 22.7. Result ID: 69a82fc96dbb7075b94e95e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"8B"}. This record does not assert independent reproduction. ### InternVL-2.5 Rouge-L: 19.3. Result ID: 69a82fc96dbb7075b94e95e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"1B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.