# Multi-turn Visual Question Answering on MT-GQA (Accuracy Metrics) Source: [Multi-turn Visual Question Answering on MT-GQA (Accuracy Metrics)]() Collection index: [llms.txt]() Data updated: 2026-03-24T16:03:39.789Z Evaluation of model performance on the MT-GQA 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-GQA | | Metric | Acc1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 33 of 33 | | 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 | 65.45 | Not recorded | 69c21aa60636e5bf4afc4a72 | | MetaCompress | 64.86 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Sample | 63.95 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Base | 63.83 | Not recorded | 69c21aa60636e5bf4afc4a72 | | MetaCompress | 63.38 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Random | 62.89 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Base | 62.47 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Sample | 62.28 | Not recorded | 69c21aa60636e5bf4afc4a72 | | FastV | 62.1 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Random | 61.96 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Base | 61.76 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Base | 61.76 | Not recorded | 69c21aa60636e5bf4afc4a72 | | FastV | 61.54 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Base | 60.21 | Not recorded | 69c21aa60636e5bf4afc4a72 | | MetaCompress | 60.11 | Not recorded | 69c21aa60636e5bf4afc4a72 | | MetaCompress | 59.48 | Not recorded | 69c21aa60636e5bf4afc4a72 | | FastV | 58.95 | Not recorded | 69c21aa60636e5bf4afc4a72 | | MetaCompress | 58.62 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Sample | 58.51 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Sample | 58.48 | Not recorded | 69c21aa60636e5bf4afc4a72 | | FastV | 57.99 | Not recorded | 69c21aa60636e5bf4afc4a72 | | PruMerge | 57.89 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Random | 57.79 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Sample | 57.79 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Random | 57.74 | Not recorded | 69c21aa60636e5bf4afc4a72 | | PruMerge | 57.67 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Random | 56.96 | Not recorded | 69c21aa60636e5bf4afc4a72 | | MetaCompress | 55.95 | Not recorded | 69c21aa60636e5bf4afc4a72 | | VisionZip | 55.08 | Not recorded | 69c21aa60636e5bf4afc4a72 | | FastV | 54.79 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Sample | 54.6 | Not recorded | 69c21aa60636e5bf4afc4a72 | | ToMe | 53.64 | Not recorded | 69c21aa60636e5bf4afc4a72 | | Spatial | 51.05 | Not recorded | 69c21aa60636e5bf4afc4a72 | ### Base Acc1: 65.45. Result ID: 69c2b5c847f34ce924ac014c. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### MetaCompress Acc1: 64.86. Result ID: 69c2b5c847f34ce924ac0150. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Sample Acc1: 63.95. Result ID: 69c2b5c847f34ce924ac014e. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Base Acc1: 63.83. Result ID: 69c2b5c847f34ce924ac0147. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### MetaCompress Acc1: 63.38. Result ID: 69c2b5c847f34ce924ac014b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Random Acc1: 62.89. Result ID: 69c2b5c847f34ce924ac014d. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Base Acc1: 62.47. Result ID: 69c2b5c847f34ce924ac0141. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Sample Acc1: 62.28. Result ID: 69c2b5c847f34ce924ac0149. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### FastV Acc1: 62.1. Result ID: 69c2b5c847f34ce924ac014f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Random Acc1: 61.96. Result ID: 69c2b5c847f34ce924ac0148. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Base Acc1: 61.76. Result ID: 69c2b5c847f34ce924ac013b. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Base Acc1: 61.76. Result ID: 69c2b5c847f34ce924ac01c2. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Token Merging Method":"None (Full Tokens)","Reduction Rate":"0%"}. This record does not assert independent reproduction. ### FastV Acc1: 61.54. Result ID: 69c2b5c847f34ce924ac014a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-NeXT-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Base Acc1: 60.21. Result ID: 69c2b5c847f34ce924ac0151. [Reporting paper]() Recorded evaluation configuration: {"Model":"XComposer-2.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### MetaCompress Acc1: 60.11. Result ID: 69c2b5c847f34ce924ac0155. [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: 59.48. Result ID: 69c2b5c847f34ce924ac0146. [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: 58.95. Result ID: 69c2b5c847f34ce924ac0154. [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: 58.62. Result ID: 69c2b5c847f34ce924ac0140. [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: 58.51. Result ID: 69c2b5c847f34ce924ac0143. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Sample Acc1: 58.48. Result ID: 69c2b5c847f34ce924ac013d. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### FastV Acc1: 57.99. Result ID: 69c2b5c847f34ce924ac0144. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### PruMerge Acc1: 57.89. Result ID: 69c2b5c847f34ce924ac013f. [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: 57.79. Result ID: 69c2b5c847f34ce924ac013c. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Sample Acc1: 57.79. Result ID: 69c2b5c847f34ce924ac0153. [Reporting paper]() Recorded evaluation configuration: {"Model":"XComposer-2.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Random Acc1: 57.74. Result ID: 69c2b5c847f34ce924ac0142. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-13b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### PruMerge Acc1: 57.67. Result ID: 69c2b5c847f34ce924ac0145. [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: 56.96. Result ID: 69c2b5c847f34ce924ac0152. [Reporting paper]() Recorded evaluation configuration: {"Model":"XComposer-2.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### MetaCompress Acc1: 55.95. Result ID: 69c2b5c847f34ce924ac01c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Token Merging Method":"Ours","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### VisionZip Acc1: 55.08. Result ID: 69c2b5c847f34ce924ac01c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Token Merging Method":"VisionZip","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### FastV Acc1: 54.79. Result ID: 69c2b5c847f34ce924ac013e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Sample Acc1: 54.6. Result ID: 69c2b5c847f34ce924ac01c3. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Token Merging Method":"Sample","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### ToMe Acc1: 53.64. Result ID: 69c2b5c847f34ce924ac01c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Token Merging Method":"ToMe","Reduction Rate":"70%"}. This record does not assert independent reproduction. ### Spatial Acc1: 51.05. Result ID: 69c2b5c847f34ce924ac01c4. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-1.5-7b","Token Merging Method":"Spatial","Reduction Rate":"70%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.