# Multimodal Concept Understanding on MCUB-4 Source: [Multimodal Concept Understanding on MCUB-4]() Collection index: [llms.txt]() Data updated: 2026-03-24T15:47:31.102Z Evaluation of model performance on the MCUB-4 dataset focusing on Multimodal Concept Understanding, measured by the combined score I+A+V+P+L. 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 Concept Understanding | | Dataset (including any stated split) | MCUB-4 | | Metric | I+A+V+P+L Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [I+A+V+P+L Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | I+A+V+P+L Score | Result date | Report paper | | --- | --- | --- | --- | | SSAM | 62.27 | Not recorded | 69c21aa10636e5bf4afc49fd | | DAMC | 60.08 | Not recorded | 69c21aa10636e5bf4afc49fd | | OptMerge | 55.88 | Not recorded | 69c21aa10636e5bf4afc49fd | | NaiveMC | 54.03 | Not recorded | 69c21aa10636e5bf4afc49fd | | TSV | 52.29 | Not recorded | 69c21aa10636e5bf4afc49fd | | Proj-Only | 43 | Not recorded | 69c21aa10636e5bf4afc49fd | | WUDI | 40.95 | Not recorded | 69c21aa10636e5bf4afc49fd | | Task Arithmetic | 40.53 | Not recorded | 69c21aa10636e5bf4afc49fd | | ImageBind-LLM | 32.93 | Not recorded | 69c21aa10636e5bf4afc49fd | | X-InstructBLIP | 27.94 | Not recorded | 69c21aa10636e5bf4afc49fd | ### SSAM I+A+V+P+L Score: 62.27. Result ID: 69c2b20047f34ce924abe248. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Training-free model merging methods"}. This record does not assert independent reproduction. ### DAMC I+A+V+P+L Score: 60.08. Result ID: 69c2b20047f34ce924abe247. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Training-free model merging methods"}. This record does not assert independent reproduction. ### OptMerge I+A+V+P+L Score: 55.88. Result ID: 69c2b20047f34ce924abe245. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Training-free model merging methods"}. This record does not assert independent reproduction. ### NaiveMC I+A+V+P+L Score: 54.03. Result ID: 69c2b20047f34ce924abe246. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Training-free model merging methods"}. This record does not assert independent reproduction. ### TSV I+A+V+P+L Score: 52.29. Result ID: 69c2b20047f34ce924abe243. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Training-free model merging methods"}. This record does not assert independent reproduction. ### Proj-Only I+A+V+P+L Score: 43. Result ID: 69c2b20047f34ce924abe241. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Models finetuned on paired multimodal data"}. This record does not assert independent reproduction. ### WUDI I+A+V+P+L Score: 40.95. Result ID: 69c2b20047f34ce924abe244. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Training-free model merging methods"}. This record does not assert independent reproduction. ### Task Arithmetic I+A+V+P+L Score: 40.53. Result ID: 69c2b20047f34ce924abe242. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Training-free model merging methods"}. This record does not assert independent reproduction. ### ImageBind-LLM I+A+V+P+L Score: 32.93. Result ID: 69c2b20047f34ce924abe23f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Models finetuned on paired multimodal data"}. This record does not assert independent reproduction. ### X-InstructBLIP I+A+V+P+L Score: 27.94. Result ID: 69c2b20047f34ce924abe240. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Type":"Models finetuned on paired multimodal data"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.