# Multi-turn Visual Question Answering on MT-VQA v2 Source: [Multi-turn Visual Question Answering on MT-VQA v2]() Collection index: [llms.txt]() Data updated: 2026-03-24T16:03:39.752Z Evaluation of model performance on 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 | | 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. - [Average Accuracy](): 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 | | MetaCompress | 78.24 | Not recorded | 69c21aa60636e5bf4afc4a72 | | MetaCompress | 78.14 | Not recorded | 69c21aa60636e5bf4afc4a72 | | FastV | 77.93 | Not recorded | 69c21aa60636e5bf4afc4a72 | | MetaCompress | 77.75 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Sample | 77.51 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Random | 77.3 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Base | 76.72 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Sample | 76.6 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Random | 76.18 | Not recorded | 69c21aa60636e5bf4afc4a72 | | FastV | 75.96 | Not recorded | 69c21aa60636e5bf4afc4a72 | | FastV | 75.78 | Not recorded | 69c21aa60636e5bf4afc4a72 | | MetaCompress | 75.67 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Sample | 75.07 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Random | 74.63 | Not recorded | 69c21aa60636e5bf4afc4a72 | | MetaCompress | 74.03 | Not recorded | 69c21aa60636e5bf4afc4a72 | | FastV | 73.85 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Sample | 73.81 | Not recorded | 69c21aa60636e5bf4afc4a72 | | PruMerge | 73.8 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Random | 73.63 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Sample | 72.96 | Not recorded | 69c21aa60636e5bf4afc4a72 | | PruMerge | 72.79 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Random | 72.72 | Not recorded | 69c21aa60636e5bf4afc4a72 | | FastV | 69.3 | Not recorded | 69c21aa60636e5bf4afc4a72 | ### Base Acc1: 81.02. Result ID: 69c2b5c847f34ce924ac0131. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Base Acc1: 80.2. Result ID: 69c2b5c847f34ce924ac012c. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Base Acc1: 78.8. Result ID: 69c2b5c847f34ce924ac0136. [Reporting paper]() Recorded evaluation configuration: {"Model":"XComposer-2.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Base Acc1: 78.35. Result ID: 69c2b5c847f34ce924ac0126. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### MetaCompress Acc1: 78.24. Result ID: 69c2b5c847f34ce924ac013a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"XComposer-2.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### MetaCompress Acc1: 78.14. Result ID: 69c2b5c847f34ce924ac0135. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### FastV Acc1: 77.93. Result ID: 69c2b5c847f34ce924ac0139. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"XComposer-2.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### MetaCompress Acc1: 77.75. Result ID: 69c2b5c847f34ce924ac0130. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Sample Acc1: 77.51. Result ID: 69c2b5c847f34ce924ac0133. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Random Acc1: 77.3. Result ID: 69c2b5c847f34ce924ac0132. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Base Acc1: 76.72. Result ID: 69c2b5c847f34ce924ac0120. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Sample Acc1: 76.6. Result ID: 69c2b5c847f34ce924ac012e. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Random Acc1: 76.18. Result ID: 69c2b5c847f34ce924ac012d. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### FastV Acc1: 75.96. Result ID: 69c2b5c847f34ce924ac012f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### FastV Acc1: 75.78. Result ID: 69c2b5c847f34ce924ac0134. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### MetaCompress Acc1: 75.67. Result ID: 69c2b5c847f34ce924ac0125. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Sample Acc1: 75.07. Result ID: 69c2b5c847f34ce924ac0138. [Reporting paper]() Recorded evaluation configuration: {"Model":"XComposer-2.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Random Acc1: 74.63. Result ID: 69c2b5c847f34ce924ac0137. [Reporting paper]() Recorded evaluation configuration: {"Model":"XComposer-2.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### MetaCompress Acc1: 74.03. Result ID: 69c2b5c847f34ce924ac012b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### FastV Acc1: 73.85. Result ID: 69c2b5c847f34ce924ac0129. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Sample Acc1: 73.81. Result ID: 69c2b5c847f34ce924ac0128. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### PruMerge Acc1: 73.8. Result ID: 69c2b5c847f34ce924ac012a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Random Acc1: 73.63. Result ID: 69c2b5c847f34ce924ac0127. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Sample Acc1: 72.96. Result ID: 69c2b5c847f34ce924ac0122. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### PruMerge Acc1: 72.79. Result ID: 69c2b5c847f34ce924ac0124. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Random Acc1: 72.72. Result ID: 69c2b5c847f34ce924ac0121. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### FastV Acc1: 69.3. Result ID: 69c2b5c847f34ce924ac0123. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.