# Video Question Answering on LLaVA-Video Source: [Video Question Answering on LLaVA-Video]() Collection index: [llms.txt]() Data updated: 2026-04-21T10:17:33.481Z Evaluation of model performance on the LLaVA-Video dataset for Video Question Answering, utilizing a specialized set of metrics including VYR, TIHR, and Overall score. 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) | LLaVA-Video | | Metric | VYR | | Unit | SCALAR | | 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 - [VYR](): Higher is better; unit: SCALAR. - [TIHR](): Higher is better; unit: SCALAR. - [WHR](): Higher is better; unit: SCALAR. - [SCSI](): Higher is better; unit: SCALAR. - [HRR](): Higher is better; unit: SCALAR. - [HSR](): Higher is better; unit: SCALAR. - [TIB](): Higher is better; unit: SCALAR. - [ICR](): Higher is better; unit: SCALAR. - [SGLI](): Higher is better; unit: PERCENT. - [TLSR](): Higher is better; unit: SCALAR. - [ASLSR](): Higher is better; unit: SCALAR. - [AALSR](): Higher is better; unit: SCALAR. - [SRLSR](): Higher is better; unit: SCALAR. - [Overall Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | VYR | Result date | Report paper | | --- | --- | --- | --- | | Qwen3-VL-30B | 63.2 | Not recorded | 69e7049f7d0172140ec7ed93 | | Baseline (Qwen3-VL-8B-Instruct) | 59.5 | Not recorded | 69e7049f7d0172140ec7ed93 | | Baseline+SFT | 57 | Not recorded | 69e7049f7d0172140ec7ed93 | | Baseline+CoT | 55 | Not recorded | 69e7049f7d0172140ec7ed93 | | Internvl3.5-VL-241B | 52.4 | Not recorded | 69e7049f7d0172140ec7ed93 | | Qwen3-VL-235B | 49.6 | Not recorded | 69e7049f7d0172140ec7ed93 | | Baseline+CoT+SFT | 30.9 | Not recorded | 69e7049f7d0172140ec7ed93 | | VTHM-MoE | 4.6 | Not recorded | 69e7049f7d0172140ec7ed93 | | Gemini-3.1-Pro | 1.1 | Not recorded | 69e7049f7d0172140ec7ed93 | ### Qwen3-VL-30B VYR: 63.2. Result ID: 69e74eac47f34ce924ce2806. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"30B"}. This record does not assert independent reproduction. ### Baseline (Qwen3-VL-8B-Instruct) VYR: 59.5. Result ID: 69e74eac47f34ce924ce2809. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-8B-Instruct"}. This record does not assert independent reproduction. ### Baseline+SFT VYR: 57. Result ID: 69e74eac47f34ce924ce280b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-8B-Instruct","Supervised Fine-Tuning":"true"}. This record does not assert independent reproduction. ### Baseline+CoT VYR: 55. Result ID: 69e74eac47f34ce924ce280a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-8B-Instruct","Chain-of-Thought":"true"}. This record does not assert independent reproduction. ### Internvl3.5-VL-241B VYR: 52.4. Result ID: 69e74eac47f34ce924ce2808. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"241B"}. This record does not assert independent reproduction. ### Qwen3-VL-235B VYR: 49.6. Result ID: 69e74eac47f34ce924ce2807. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"235B"}. This record does not assert independent reproduction. ### Baseline+CoT+SFT VYR: 30.9. Result ID: 69e74eac47f34ce924ce280c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-8B-Instruct","Chain-of-Thought":"true","Supervised Fine-Tuning":"true"}. This record does not assert independent reproduction. ### VTHM-MoE VYR: 4.6. Result ID: 69e74eac47f34ce924ce280d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini-3.1-Pro VYR: 1.1. Result ID: 69e74eac47f34ce924ce2805. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.