# Multimodal Evaluation on Combined Benchmark Suite (GQA, MMB, MME, VQA-T, SQA-I, VQA-v2) Source: [Multimodal Evaluation on Combined Benchmark Suite (GQA, MMB, MME, VQA-T, SQA-I, VQA-v2)]() Collection index: [llms.txt]() Data updated: 2026-04-13T07:29:36.005Z Evaluation of multimodal capabilities across the combined suite including GQA, MMB, MME, VQA-T, SQA-I, and VQA-v2 datasets. 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 | Multimodal Evaluation | | Dataset (including any stated split) | Combined Benchmark Suite (GQA, MMB, MME, VQA-T, SQA-I, VQA-v2) | | Metric | Relative Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 - [Relative Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Relative Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LLaVA-NeXT-7B | 100 | Not recorded | 68fa7a1c1e209131cea81398 | | LLaVA-NeXT-7B | 100 | Not recorded | 68fa7a1c1e209131cea81398 | | TwigVLM | 99 | Not recorded | 68fa7a1c1e209131cea81398 | | TwigVLM++ | 99 | Not recorded | 68fa7a1c1e209131cea81398 | | TwigVLM | 99 | Not recorded | 68fa7a1c1e209131cea81398 | | TwigVLM++ | 99 | Not recorded | 68fa7a1c1e209131cea81398 | | FastV | 97.6 | Not recorded | 68fa7a1c1e209131cea81398 | | FastV | 97.6 | Not recorded | 68fa7a1c1e209131cea81398 | | VisionZip‡ | 97.4 | Not recorded | 68fa7a1c1e209131cea81398 | | VisionZip‡ | 97.4 | Not recorded | 68fa7a1c1e209131cea81398 | | VisionZip | 97.1 | Not recorded | 68fa7a1c1e209131cea81398 | | TwigVLM++ | 97.1 | Not recorded | 68fa7a1c1e209131cea81398 | | VisionZip | 97.1 | Not recorded | 68fa7a1c1e209131cea81398 | | TwigVLM++ | 97.1 | Not recorded | 68fa7a1c1e209131cea81398 | | TwigVLM | 96.2 | Not recorded | 68fa7a1c1e209131cea81398 | | TwigVLM | 96.2 | Not recorded | 68fa7a1c1e209131cea81398 | | VisionZip‡ | 95.8 | Not recorded | 68fa7a1c1e209131cea81398 | | VisionZip‡ | 95.8 | Not recorded | 68fa7a1c1e209131cea81398 | | SparseVLM | 95.4 | Not recorded | 68fa7a1c1e209131cea81398 | | SparseVLM | 95.4 | Not recorded | 68fa7a1c1e209131cea81398 | | VisionZip | 93.8 | Not recorded | 68fa7a1c1e209131cea81398 | | VisionZip | 93.8 | Not recorded | 68fa7a1c1e209131cea81398 | | MustDrop | 92.6 | Not recorded | 68fa7a1c1e209131cea81398 | | MustDrop | 92.6 | Not recorded | 68fa7a1c1e209131cea81398 | | SparseVLM | 92.3 | Not recorded | 68fa7a1c1e209131cea81398 | | SparseVLM | 92.3 | Not recorded | 68fa7a1c1e209131cea81398 | | FastV | 88.2 | Not recorded | 68fa7a1c1e209131cea81398 | | FastV | 88.2 | Not recorded | 68fa7a1c1e209131cea81398 | ### LLaVA-NeXT-7B Relative Accuracy: 100. Result ID: 69dc9a8e47f34ce924c339b3. [Reporting paper]() Recorded evaluation configuration: {"Retained Tokens":"2880","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### LLaVA-NeXT-7B Relative Accuracy: 100. Result ID: 69dc9a8e47f34ce924c33a3f. [Reporting paper]() Recorded evaluation configuration: {"Retained Tokens":"2880","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### TwigVLM Relative Accuracy: 99. Result ID: 69dc9a8e47f34ce924c339b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"640","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### TwigVLM++ Relative Accuracy: 99. Result ID: 69dc9a8e47f34ce924c339b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"640","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### TwigVLM Relative Accuracy: 99. Result ID: 69dc9a8e47f34ce924c33a44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"640","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### TwigVLM++ Relative Accuracy: 99. Result ID: 69dc9a8e47f34ce924c33a45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"640","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### FastV Relative Accuracy: 97.6. Result ID: 69dc9a8e47f34ce924c339b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"640","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### FastV Relative Accuracy: 97.6. Result ID: 69dc9a8e47f34ce924c33a40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"640","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### VisionZip‡ Relative Accuracy: 97.4. Result ID: 69dc9a8e47f34ce924c339b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Retained Tokens":"640","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### VisionZip‡ Relative Accuracy: 97.4. Result ID: 69dc9a8e47f34ce924c33a43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Retained Tokens":"640","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### VisionZip Relative Accuracy: 97.1. Result ID: 69dc9a8e47f34ce924c339b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Retained Tokens":"640","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### TwigVLM++ Relative Accuracy: 97.1. Result ID: 69dc9a8e47f34ce924c339c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"320","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### VisionZip Relative Accuracy: 97.1. Result ID: 69dc9a8e47f34ce924c33a42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Retained Tokens":"640","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### TwigVLM++ Relative Accuracy: 97.1. Result ID: 69dc9a8e47f34ce924c33a4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"320","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### TwigVLM Relative Accuracy: 96.2. Result ID: 69dc9a8e47f34ce924c339bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"320","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### TwigVLM Relative Accuracy: 96.2. Result ID: 69dc9a8e47f34ce924c33a4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"320","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### VisionZip‡ Relative Accuracy: 95.8. Result ID: 69dc9a8e47f34ce924c339be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Retained Tokens":"320","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### VisionZip‡ Relative Accuracy: 95.8. Result ID: 69dc9a8e47f34ce924c33a4a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Retained Tokens":"320","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### SparseVLM Relative Accuracy: 95.4. Result ID: 69dc9a8e47f34ce924c339b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"640","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### SparseVLM Relative Accuracy: 95.4. Result ID: 69dc9a8e47f34ce924c33a41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"640","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### VisionZip Relative Accuracy: 93.8. Result ID: 69dc9a8e47f34ce924c339bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Retained Tokens":"320","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### VisionZip Relative Accuracy: 93.8. Result ID: 69dc9a8e47f34ce924c33a49. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Retained Tokens":"320","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### MustDrop Relative Accuracy: 92.6. Result ID: 69dc9a8e47f34ce924c339bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"320","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### MustDrop Relative Accuracy: 92.6. Result ID: 69dc9a8e47f34ce924c33a48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"320","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### SparseVLM Relative Accuracy: 92.3. Result ID: 69dc9a8e47f34ce924c339bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"320","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### SparseVLM Relative Accuracy: 92.3. Result ID: 69dc9a8e47f34ce924c33a47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"320","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### FastV Relative Accuracy: 88.2. Result ID: 69dc9a8e47f34ce924c339ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"320","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. ### FastV Relative Accuracy: 88.2. Result ID: 69dc9a8e47f34ce924c33a46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retained Tokens":"320","Base Model":"LLaVA-NeXT-7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.