# Multi-turn Visual Question Answering on MT-VQA v2 (val) Source: [Multi-turn Visual Question Answering on MT-VQA v2 (val)]() Collection index: [llms.txt]() Data updated: 2026-03-24T16:03:39.874Z Evaluation of model performance on the validation split of the MT-VQA v2 dataset for multi-turn visual question answering, reporting accuracy metrics (Acc1, Acc2, Acc3, Avg). 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 | Multi-turn Visual Question Answering | | Dataset (including any stated split) | MT-VQA v2 (val) | | Metric | Acc1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [Acc1](): Higher is better; unit: PERCENT. - [Acc2](): Higher is better; unit: PERCENT. - [Acc3](): Higher is better; unit: PERCENT. - [Avg Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Acc1 | Result date | Report paper | | --- | --- | --- | --- | | Base | 81.02 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Base | 80.2 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Base | 78.8 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Base | 78.35 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Base | 76.72 | Not recorded | 69c21aa60636e5bf4afc4a72 | | MetaCompress | 74.62 | Not recorded | 69c21aa60636e5bf4afc4a72 | | MetaCompress | 73.91 | Not recorded | 69c21aa60636e5bf4afc4a72 | | MetaCompress | 73.83 | Not recorded | 69c21aa60636e5bf4afc4a72 | | MetaCompress | 72.7 | Not recorded | 69c21aa60636e5bf4afc4a72 | | FastV | 72.65 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Sample | 71.97 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Random | 71.86 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Sample | 70.88 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Random | 70.65 | Not recorded | 69c21aa60636e5bf4afc4a72 | | MetaCompress | 70.27 | Not recorded | 69c21aa60636e5bf4afc4a72 | | PruMerge | 70.18 | Not recorded | 69c21aa60636e5bf4afc4a72 | | PruMerge | 69.03 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Sample | 68.46 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Sample | 68.12 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Random | 67.88 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Random | 67.26 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Sample | 67.11 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Random | 66.36 | Not recorded | 69c21aa60636e5bf4afc4a72 | | FastV | 57.09 | Not recorded | 69c21aa60636e5bf4afc4a72 | | FastV | 57.07 | Not recorded | 69c21aa60636e5bf4afc4a72 | | FastV | 55.36 | Not recorded | 69c21aa60636e5bf4afc4a72 | | FastV | 45.98 | Not recorded | 69c21aa60636e5bf4afc4a72 | ### Base Acc1: 81.02. Result ID: 69c2b5c847f34ce924ac0182. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-13b","Reduction Rate":"0%"}. This record does not assert independent reproduction. ### Base Acc1: 80.2. Result ID: 69c2b5c847f34ce924ac017d. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-7b","Reduction Rate":"0%"}. This record does not assert independent reproduction. ### Base Acc1: 78.8. Result ID: 69c2b5c847f34ce924ac0187. [Reporting paper]() Recorded evaluation configuration: {"Model":"XComposer-2.5-7b","Reduction Rate":"0%"}. This record does not assert independent reproduction. ### Base Acc1: 78.35. Result ID: 69c2b5c847f34ce924ac0177. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-13b","Reduction Rate":"0%"}. This record does not assert independent reproduction. ### Base Acc1: 76.72. Result ID: 69c2b5c847f34ce924ac0171. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Reduction Rate":"0%"}. This record does not assert independent reproduction. ### MetaCompress Acc1: 74.62. Result ID: 69c2b5c847f34ce924ac0186. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-13b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### MetaCompress Acc1: 73.91. Result ID: 69c2b5c847f34ce924ac018b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"XComposer-2.5-7b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### MetaCompress Acc1: 73.83. Result ID: 69c2b5c847f34ce924ac0181. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-7b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### MetaCompress Acc1: 72.7. Result ID: 69c2b5c847f34ce924ac017c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-13b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### FastV Acc1: 72.65. Result ID: 69c2b5c847f34ce924ac018a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"XComposer-2.5-7b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### Sample Acc1: 71.97. Result ID: 69c2b5c847f34ce924ac0184. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-13b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### Random Acc1: 71.86. Result ID: 69c2b5c847f34ce924ac0183. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-13b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### Sample Acc1: 70.88. Result ID: 69c2b5c847f34ce924ac017f. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-7b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### Random Acc1: 70.65. Result ID: 69c2b5c847f34ce924ac017e. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-7b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### MetaCompress Acc1: 70.27. Result ID: 69c2b5c847f34ce924ac0176. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### PruMerge Acc1: 70.18. Result ID: 69c2b5c847f34ce924ac017b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-13b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### PruMerge Acc1: 69.03. Result ID: 69c2b5c847f34ce924ac0175. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### Sample Acc1: 68.46. Result ID: 69c2b5c847f34ce924ac0189. [Reporting paper]() Recorded evaluation configuration: {"Model":"XComposer-2.5-7b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### Sample Acc1: 68.12. Result ID: 69c2b5c847f34ce924ac0179. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-13b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### Random Acc1: 67.88. Result ID: 69c2b5c847f34ce924ac0188. [Reporting paper]() Recorded evaluation configuration: {"Model":"XComposer-2.5-7b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### Random Acc1: 67.26. Result ID: 69c2b5c847f34ce924ac0178. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-13b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### Sample Acc1: 67.11. Result ID: 69c2b5c847f34ce924ac0173. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### Random Acc1: 66.36. Result ID: 69c2b5c847f34ce924ac0172. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### FastV Acc1: 57.09. Result ID: 69c2b5c847f34ce924ac0180. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-7b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### FastV Acc1: 57.07. Result ID: 69c2b5c847f34ce924ac0185. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-13b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### FastV Acc1: 55.36. Result ID: 69c2b5c847f34ce924ac017a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-13b","Reduction Rate":"90%"}. This record does not assert independent reproduction. ### FastV Acc1: 45.98. Result ID: 69c2b5c847f34ce924ac0174. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Reduction Rate":"90%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.