# Multi-modal Understanding on Cambrian Source: [Multi-modal Understanding on Cambrian]() Collection index: [llms.txt]() Data updated: 2026-05-19T07:41:21.557Z Evaluation of model performance on the Cambrian dataset focusing on Multi-modal Understanding capabilities, measured by 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 | Multi-modal Understanding | | Dataset (including any stated split) | Cambrian | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 | | --- | --- | --- | --- | | InternVL3.5-8B | 76.22 | Not recorded | 6a0bee84dbc836b87d82c339 | | CDPruner | 75.74 | Not recorded | 6a0bee84dbc836b87d82c339 | | F3A | 75.61 | Not recorded | 6a0bee84dbc836b87d82c339 | | VisionZip | 74.85 | Not recorded | 6a0bee84dbc836b87d82c339 | | DivPrune | 74.75 | Not recorded | 6a0bee84dbc836b87d82c339 | | F3A | 74.7 | Not recorded | 6a0bee84dbc836b87d82c339 | | CDPruner | 74.28 | Not recorded | 6a0bee84dbc836b87d82c339 | | VisionZip | 74.15 | Not recorded | 6a0bee84dbc836b87d82c339 | | FastV | 74.14 | Not recorded | 6a0bee84dbc836b87d82c339 | | DivPrune | 74.08 | Not recorded | 6a0bee84dbc836b87d82c339 | | FastV | 73.53 | Not recorded | 6a0bee84dbc836b87d82c339 | | F3A | 73.27 | Not recorded | 6a0bee84dbc836b87d82c339 | | FastV | 72.96 | Not recorded | 6a0bee84dbc836b87d82c339 | | CDPruner | 72.77 | Not recorded | 6a0bee84dbc836b87d82c339 | | VisionZip | 72.03 | Not recorded | 6a0bee84dbc836b87d82c339 | | DivPrune | 71.49 | Not recorded | 6a0bee84dbc836b87d82c339 | ### InternVL3.5-8B Accuracy: 76.22. Result ID: 6a0c13f3fbc373592c01d53d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Ratio":"100%","Backbone":"InternVL3.5-8B"}. This record does not assert independent reproduction. ### CDPruner Accuracy: 75.74. Result ID: 6a0c13f3fbc373592c01d53e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"60%","Backbone":"InternVL3.5-8B"}. This record does not assert independent reproduction. ### F3A Accuracy: 75.61. Result ID: 6a0c13f3fbc373592c01d542. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"60%","Backbone":"InternVL3.5-8B"}. This record does not assert independent reproduction. ### VisionZip Accuracy: 74.85. Result ID: 6a0c13f3fbc373592c01d541. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Ratio":"60%","Backbone":"InternVL3.5-8B"}. This record does not assert independent reproduction. ### DivPrune Accuracy: 74.75. Result ID: 6a0c13f3fbc373592c01d540. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"60%","Backbone":"InternVL3.5-8B"}. This record does not assert independent reproduction. ### F3A Accuracy: 74.7. Result ID: 6a0c13f3fbc373592c01d547. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"40%","Backbone":"InternVL3.5-8B"}. This record does not assert independent reproduction. ### CDPruner Accuracy: 74.28. Result ID: 6a0c13f3fbc373592c01d543. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"40%","Backbone":"InternVL3.5-8B"}. This record does not assert independent reproduction. ### VisionZip Accuracy: 74.15. Result ID: 6a0c13f3fbc373592c01d546. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Ratio":"40%","Backbone":"InternVL3.5-8B"}. This record does not assert independent reproduction. ### FastV Accuracy: 74.14. Result ID: 6a0c13f3fbc373592c01d53f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"60%","Backbone":"InternVL3.5-8B"}. This record does not assert independent reproduction. ### DivPrune Accuracy: 74.08. Result ID: 6a0c13f3fbc373592c01d545. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"40%","Backbone":"InternVL3.5-8B"}. This record does not assert independent reproduction. ### FastV Accuracy: 73.53. Result ID: 6a0c13f3fbc373592c01d544. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"40%","Backbone":"InternVL3.5-8B"}. This record does not assert independent reproduction. ### F3A Accuracy: 73.27. Result ID: 6a0c13f3fbc373592c01d54c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"20%","Backbone":"InternVL3.5-8B"}. This record does not assert independent reproduction. ### FastV Accuracy: 72.96. Result ID: 6a0c13f3fbc373592c01d549. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"20%","Backbone":"InternVL3.5-8B"}. This record does not assert independent reproduction. ### CDPruner Accuracy: 72.77. Result ID: 6a0c13f3fbc373592c01d548. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"20%","Backbone":"InternVL3.5-8B"}. This record does not assert independent reproduction. ### VisionZip Accuracy: 72.03. Result ID: 6a0c13f3fbc373592c01d54b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Ratio":"20%","Backbone":"InternVL3.5-8B"}. This record does not assert independent reproduction. ### DivPrune Accuracy: 71.49. Result ID: 6a0c13f3fbc373592c01d54a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"20%","Backbone":"InternVL3.5-8B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.