# Multimodal Sentiment Analysis on CMU-MOSI cross-dataset evaluation (test) Source: [Multimodal Sentiment Analysis on CMU-MOSI cross-dataset evaluation (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:01.137Z Evaluation of Multimodal Sentiment Analysis performance on the specific cross-dataset evaluation test split of the CMU-MOSI dataset, reporting metrics like 2-class accuracy, 7-class accuracy, and F1 score. 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 Sentiment Analysis | | Dataset (including any stated split) | CMU-MOSI cross-dataset evaluation (test) | | Metric | Accuracy (2-class) | | 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 - [Accuracy (2-class)](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Accuracy (7-class)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (2-class) | Result date | Report paper | | --- | --- | --- | --- | | OMG-Agent | 85.5 | Not recorded | 69842464a8b01e76cc8ee92a | | OMG-Agent | 84.4 | Not recorded | 69842464a8b01e76cc8ee92a | | OMG-Agent | 84 | Not recorded | 69842464a8b01e76cc8ee92a | | IMDer | 83.8 | Not recorded | 69842464a8b01e76cc8ee92a | | OMG-Agent | 83.8 | Not recorded | 69842464a8b01e76cc8ee92a | | IMDer | 83.2 | Not recorded | 69842464a8b01e76cc8ee92a | | IMDer | 83.2 | Not recorded | 69842464a8b01e76cc8ee92a | | IMDer | 82.8 | Not recorded | 69842464a8b01e76cc8ee92a | | CorrKD | 82.6 | Not recorded | 69842464a8b01e76cc8ee92a | | CorrKD | 82.5 | Not recorded | 69842464a8b01e76cc8ee92a | | CorrKD | 82.5 | Not recorded | 69842464a8b01e76cc8ee92a | | PMSM | 82.5 | Not recorded | 69842464a8b01e76cc8ee92a | | PMSM | 82.3 | Not recorded | 69842464a8b01e76cc8ee92a | | PMSM | 82.3 | Not recorded | 69842464a8b01e76cc8ee92a | | PMSM | 82.3 | Not recorded | 69842464a8b01e76cc8ee92a | | CorrKD | 82 | Not recorded | 69842464a8b01e76cc8ee92a | | OMG-Agent | 62 | Not recorded | 69842464a8b01e76cc8ee92a | | PMSM | 61.1 | Not recorded | 69842464a8b01e76cc8ee92a | | OMG-Agent | 60.5 | Not recorded | 69842464a8b01e76cc8ee92a | | OMG-Agent | 60.2 | Not recorded | 69842464a8b01e76cc8ee92a | | IMDer | 59.3 | Not recorded | 69842464a8b01e76cc8ee92a | | PMSM | 58.9 | Not recorded | 69842464a8b01e76cc8ee92a | | IMDer | 58.8 | Not recorded | 69842464a8b01e76cc8ee92a | | CorrKD | 57.9 | Not recorded | 69842464a8b01e76cc8ee92a | | IMDer | 57.8 | Not recorded | 69842464a8b01e76cc8ee92a | | CorrKD | 55.5 | Not recorded | 69842464a8b01e76cc8ee92a | | PMSM | 55.3 | Not recorded | 69842464a8b01e76cc8ee92a | | CorrKD | 51.1 | Not recorded | 69842464a8b01e76cc8ee92a | ### OMG-Agent Accuracy (2-class): 85.5. Result ID: 699605195698665ec43c16b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"Available","Vision":"Available","Audio":"Available","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### OMG-Agent Accuracy (2-class): 84.4. Result ID: 699605195698665ec43c16b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"Available","Vision":"Missing","Audio":"Available","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### OMG-Agent Accuracy (2-class): 84. Result ID: 699605195698665ec43c16b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"Available","Vision":"Available","Audio":"Missing","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### IMDer Accuracy (2-class): 83.8. Result ID: 699605195698665ec43c16a4. [Reporting paper]() Recorded evaluation configuration: {"Language":"Available","Vision":"Available","Audio":"Available","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### OMG-Agent Accuracy (2-class): 83.8. Result ID: 699605195698665ec43c16b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"Available","Vision":"Missing","Audio":"Missing","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### IMDer Accuracy (2-class): 83.2. Result ID: 699605195698665ec43c16a0. [Reporting paper]() Recorded evaluation configuration: {"Language":"Available","Vision":"Missing","Audio":"Missing","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### IMDer Accuracy (2-class): 83.2. Result ID: 699605195698665ec43c16a2. [Reporting paper]() Recorded evaluation configuration: {"Language":"Available","Vision":"Missing","Audio":"Available","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### IMDer Accuracy (2-class): 82.8. Result ID: 699605195698665ec43c16a3. [Reporting paper]() Recorded evaluation configuration: {"Language":"Available","Vision":"Available","Audio":"Missing","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### CorrKD Accuracy (2-class): 82.6. Result ID: 699605195698665ec43c16a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"Available","Vision":"Missing","Audio":"Available","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### CorrKD Accuracy (2-class): 82.5. Result ID: 699605195698665ec43c16a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"Available","Vision":"Missing","Audio":"Missing","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### CorrKD Accuracy (2-class): 82.5. Result ID: 699605195698665ec43c16aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"Available","Vision":"Available","Audio":"Missing","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### PMSM Accuracy (2-class): 82.5. Result ID: 699605195698665ec43c16b2. [Reporting paper]() Recorded evaluation configuration: {"Language":"Available","Vision":"Available","Audio":"Available","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### PMSM Accuracy (2-class): 82.3. Result ID: 699605195698665ec43c16ae. [Reporting paper]() Recorded evaluation configuration: {"Language":"Available","Vision":"Missing","Audio":"Missing","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### PMSM Accuracy (2-class): 82.3. Result ID: 699605195698665ec43c16b0. [Reporting paper]() Recorded evaluation configuration: {"Language":"Available","Vision":"Missing","Audio":"Available","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### PMSM Accuracy (2-class): 82.3. Result ID: 699605195698665ec43c16b1. [Reporting paper]() Recorded evaluation configuration: {"Language":"Available","Vision":"Available","Audio":"Missing","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### CorrKD Accuracy (2-class): 82. Result ID: 699605195698665ec43c16ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"Available","Vision":"Available","Audio":"Available","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### OMG-Agent Accuracy (2-class): 62. Result ID: 699605195698665ec43c16b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"Missing","Vision":"Available","Audio":"Available","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### PMSM Accuracy (2-class): 61.1. Result ID: 699605195698665ec43c16af. [Reporting paper]() Recorded evaluation configuration: {"Language":"Missing","Vision":"Available","Audio":"Available","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### OMG-Agent Accuracy (2-class): 60.5. Result ID: 699605195698665ec43c16b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"Missing","Vision":"Missing","Audio":"Available","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### OMG-Agent Accuracy (2-class): 60.2. Result ID: 699605195698665ec43c16b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"Missing","Vision":"Available","Audio":"Missing","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### IMDer Accuracy (2-class): 59.3. Result ID: 699605195698665ec43c16a1. [Reporting paper]() Recorded evaluation configuration: {"Language":"Missing","Vision":"Available","Audio":"Available","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### PMSM Accuracy (2-class): 58.9. Result ID: 699605195698665ec43c16ad. [Reporting paper]() Recorded evaluation configuration: {"Language":"Missing","Vision":"Available","Audio":"Missing","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### IMDer Accuracy (2-class): 58.8. Result ID: 699605185698665ec43c169e. [Reporting paper]() Recorded evaluation configuration: {"Language":"Missing","Vision":"Missing","Audio":"Available","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### CorrKD Accuracy (2-class): 57.9. Result ID: 699605195698665ec43c16a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"Missing","Vision":"Available","Audio":"Available","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### IMDer Accuracy (2-class): 57.8. Result ID: 699605195698665ec43c169f. [Reporting paper]() Recorded evaluation configuration: {"Language":"Missing","Vision":"Available","Audio":"Missing","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### CorrKD Accuracy (2-class): 55.5. Result ID: 699605195698665ec43c16a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"Missing","Vision":"Missing","Audio":"Available","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### PMSM Accuracy (2-class): 55.3. Result ID: 699605195698665ec43c16ac. [Reporting paper]() Recorded evaluation configuration: {"Language":"Missing","Vision":"Missing","Audio":"Available","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. ### CorrKD Accuracy (2-class): 51.1. Result ID: 699605195698665ec43c16a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"Missing","Vision":"Available","Audio":"Missing","Training Dataset":"CMU-MOSEI","Protocol":"fixed-missing","Missingness Ratio (MR)":0.7}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.