# Video Question Answering on LVB Source: [Video Question Answering on LVB]() Collection index: [llms.txt]() Data updated: 2026-05-13T06:36:49.222Z Evaluation of model performance on the LVB dataset for Video Question Answering tasks, measured using Accuracy. 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) | LVB | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | A.I.R. | 62.8 | Not recorded | 68fa7be01e209131cea8af78 | | A.I.R. | 60.7 | Not recorded | 68fa7be01e209131cea8af78 | | A.I.R. | 58.9 | Not recorded | 68fa7be01e209131cea8af78 | | Vanilla | 58.8 | Not recorded | 6a040599dbc836b87d82755d | | VideoRAG | 58.7 | Not recorded | 68fa7be01e209131cea8af78 | | FlashVID | 58.5 | Not recorded | 6a040599dbc836b87d82755d | | OTT-Vid | 58.3 | Not recorded | 6a040599dbc836b87d82755d | | UniComp | 58.1 | Not recorded | 6a040599dbc836b87d82755d | | HoliTom | 57.8 | Not recorded | 6a040599dbc836b87d82755d | | FlashVID | 57.8 | Not recorded | 6a040599dbc836b87d82755d | | OTT-Vid | 57.8 | Not recorded | 6a040599dbc836b87d82755d | | FastVID | 57.5 | Not recorded | 6a040599dbc836b87d82755d | | OTT-Vid | 57.5 | Not recorded | 6a040599dbc836b87d82755d | | UniComp | 57.4 | Not recorded | 6a040599dbc836b87d82755d | | FastVID | 57.2 | Not recorded | 6a040599dbc836b87d82755d | | FastVID | 57.2 | Not recorded | 6a040599dbc836b87d82755d | | HoliTom | 57.1 | Not recorded | 6a040599dbc836b87d82755d | | FlashVID | 57.1 | Not recorded | 6a040599dbc836b87d82755d | | FlashVID | 56.9 | Not recorded | 6a040599dbc836b87d82755d | | HoliTom | 56.8 | Not recorded | 6a040599dbc836b87d82755d | | OTT-Vid | 56.7 | Not recorded | 6a040599dbc836b87d82755d | | UniComp | 56.4 | Not recorded | 6a040599dbc836b87d82755d | | HoliTom | 55.6 | Not recorded | 6a040599dbc836b87d82755d | | FastVID | 55.6 | Not recorded | 6a040599dbc836b87d82755d | | UniComp | 54.2 | Not recorded | 6a040599dbc836b87d82755d | ### A.I.R. Accuracy: 62.8. Result ID: 69ca18fb47f34ce924b2096a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"-","Base Model":"InternVL3-8B","#Frames":"≤32"}. This record does not assert independent reproduction. ### A.I.R. Accuracy: 60.7. Result ID: 69ca18fb47f34ce924b2096b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"-","Base Model":"LLaVA-OV-7B","#Frames":"≤32"}. This record does not assert independent reproduction. ### A.I.R. Accuracy: 58.9. Result ID: 69ca18fb47f34ce924b20969. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"-","Base Model":"Qwen2VL-7B","#Frames":"≤32"}. This record does not assert independent reproduction. ### Vanilla Accuracy: 58.8. Result ID: 6a041be647f34ce924e968c8. [Reporting paper]() Recorded evaluation configuration: {"Ret.":"100%"}. This record does not assert independent reproduction. ### VideoRAG Accuracy: 58.7. Result ID: 69ca18fb47f34ce924b20968. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"NeurIPS’25","Base Model":"LLaVA-Video-7B","#Frames":"64"}. This record does not assert independent reproduction. ### FlashVID Accuracy: 58.5. Result ID: 6a041be647f34ce924e968cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"25%"}. This record does not assert independent reproduction. ### OTT-Vid Accuracy: 58.3. Result ID: 6a041be647f34ce924e968cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"25%"}. This record does not assert independent reproduction. ### UniComp Accuracy: 58.1. Result ID: 6a041be647f34ce924e968cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"25%"}. This record does not assert independent reproduction. ### HoliTom Accuracy: 57.8. Result ID: 6a041be647f34ce924e968c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"25%"}. This record does not assert independent reproduction. ### FlashVID Accuracy: 57.8. Result ID: 6a041be647f34ce924e968d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"20%"}. This record does not assert independent reproduction. ### OTT-Vid Accuracy: 57.8. Result ID: 6a041be647f34ce924e968d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"20%"}. This record does not assert independent reproduction. ### FastVID Accuracy: 57.5. Result ID: 6a041be647f34ce924e968ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"25%"}. This record does not assert independent reproduction. ### OTT-Vid Accuracy: 57.5. Result ID: 6a041be647f34ce924e968d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"15%"}. This record does not assert independent reproduction. ### UniComp Accuracy: 57.4. Result ID: 6a041be647f34ce924e968d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"20%"}. This record does not assert independent reproduction. ### FastVID Accuracy: 57.2. Result ID: 6a041be647f34ce924e968cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"20%"}. This record does not assert independent reproduction. ### FastVID Accuracy: 57.2. Result ID: 6a041be647f34ce924e968d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"15%"}. This record does not assert independent reproduction. ### HoliTom Accuracy: 57.1. Result ID: 6a041be647f34ce924e968ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"20%"}. This record does not assert independent reproduction. ### FlashVID Accuracy: 57.1. Result ID: 6a041be647f34ce924e968d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"15%"}. This record does not assert independent reproduction. ### FlashVID Accuracy: 56.9. Result ID: 6a041be647f34ce924e968da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"10%"}. This record does not assert independent reproduction. ### HoliTom Accuracy: 56.8. Result ID: 6a041be647f34ce924e968d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"15%"}. This record does not assert independent reproduction. ### OTT-Vid Accuracy: 56.7. Result ID: 6a041be647f34ce924e968dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"10%"}. This record does not assert independent reproduction. ### UniComp Accuracy: 56.4. Result ID: 6a041be647f34ce924e968d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"15%"}. This record does not assert independent reproduction. ### HoliTom Accuracy: 55.6. Result ID: 6a041be647f34ce924e968d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"10%"}. This record does not assert independent reproduction. ### FastVID Accuracy: 55.6. Result ID: 6a041be647f34ce924e968d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"10%"}. This record does not assert independent reproduction. ### UniComp Accuracy: 54.2. Result ID: 6a041be647f34ce924e968db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ret.":"10%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.