# Multimodal Sentiment Analysis on CMU-MOSEI Source: [Multimodal Sentiment Analysis on CMU-MOSEI]() Collection index: [llms.txt]() Data updated: 2026-06-04T07:02:27.978Z Evaluation of Multimodal Sentiment Analysis performance on the CMU-MOSEI dataset, reporting metric A2. 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-MOSEI | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 34 of 34 | | 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 - [MAE](): Lower is better; unit: SCALAR. - [A2 Score](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | UMQ | 0.528 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | UMQ | 0.53 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | UMQ | 0.531 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | UMQ | 0.536 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | UMQ | 0.543 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | Multimodal Boosting | 0.544 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | C-MIB | 0.545 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | UMQ | 0.551 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | Multimodal Boosting | 0.557 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | UMQ | 0.573 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | C-MIB | 0.582 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | UMQ | 0.616 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | C-MIB | 0.622 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | Multimodal Boosting | 0.623 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | Multimodal Boosting | 0.682 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | C-MIB | 0.703 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | Multimodal Boosting | 0.724 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | CM-BERT | 0.729 | Not recorded | 6a210676c10484bac23effac | | CL-DMDF | 0.737 | Not recorded | 6a210676c10484bac23effac | | Multimodal Boosting | 0.74 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | C-MIB | 0.826 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | MUIT | 0.871 | Not recorded | 6a210676c10484bac23effac | | C-MIB | 0.875 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | LRMF | 0.912 | Not recorded | 6a210676c10484bac23effac | | MLTC | 0.922 | Not recorded | 6a210676c10484bac23effac | | Multimodal Boosting | 0.924 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | MFM | 0.951 | Not recorded | 6a210676c10484bac23effac | | MARN | 0.968 | Not recorded | 6a210676c10484bac23effac | | C-MIB | 1.054 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | Multimodal Boosting | 1.125 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | | C-MIB | 1.404 | Not recorded | 69a7bc9b2d603e6de3e3d6c5 | ### UMQ MAE: 0.528. Result ID: 69a88bb46dbb7075b95116c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NR":"0.2"}. This record does not assert independent reproduction. ### UMQ MAE: 0.53. Result ID: 69a88bb46dbb7075b95116c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NR":"0.3"}. This record does not assert independent reproduction. ### UMQ MAE: 0.531. Result ID: 69a88bb46dbb7075b95116c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NR":"0.1"}. This record does not assert independent reproduction. ### UMQ MAE: 0.536. Result ID: 69a88bb46dbb7075b95116cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NR":"0.4"}. This record does not assert independent reproduction. ### UMQ MAE: 0.543. Result ID: 69a88bb46dbb7075b95116cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NR":"0.5"}. This record does not assert independent reproduction. ### Multimodal Boosting MAE: 0.544. Result ID: 69a88bb46dbb7075b95116c2. [Reporting paper]() Recorded evaluation configuration: {"NR":"0.1"}. This record does not assert independent reproduction. ### C-MIB MAE: 0.545. Result ID: 69a88bb46dbb7075b95116c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NR":"0.1"}. This record does not assert independent reproduction. ### UMQ MAE: 0.551. Result ID: 69a88bb46dbb7075b95116d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NR":"Avg"}. This record does not assert independent reproduction. ### Multimodal Boosting MAE: 0.557. Result ID: 69a88bb46dbb7075b95116c5. [Reporting paper]() Recorded evaluation configuration: {"NR":"0.2"}. This record does not assert independent reproduction. ### UMQ MAE: 0.573. Result ID: 69a88bb46dbb7075b95116d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NR":"0.6"}. This record does not assert independent reproduction. ### C-MIB MAE: 0.582. Result ID: 69a88bb46dbb7075b95116c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NR":"0.2"}. This record does not assert independent reproduction. ### UMQ MAE: 0.616. Result ID: 69a88bb46dbb7075b95116d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NR":"0.7"}. This record does not assert independent reproduction. ### C-MIB MAE: 0.622. Result ID: 69a88bb46dbb7075b95116c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NR":"0.3"}. This record does not assert independent reproduction. ### Multimodal Boosting MAE: 0.623. Result ID: 69a88bb46dbb7075b95116c8. [Reporting paper]() Recorded evaluation configuration: {"NR":"0.3"}. This record does not assert independent reproduction. ### Multimodal Boosting MAE: 0.682. Result ID: 69a88bb46dbb7075b95116cb. [Reporting paper]() Recorded evaluation configuration: {"NR":"0.4"}. This record does not assert independent reproduction. ### C-MIB MAE: 0.703. Result ID: 69a88bb46dbb7075b95116ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NR":"0.4"}. This record does not assert independent reproduction. ### Multimodal Boosting MAE: 0.724. Result ID: 69a88bb46dbb7075b95116ce. [Reporting paper]() Recorded evaluation configuration: {"NR":"0.5"}. This record does not assert independent reproduction. ### CM-BERT MAE: 0.729. Result ID: 6a212300fbc373592c1c1e99. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"Encoder-Decoder"}. This record does not assert independent reproduction. ### CL-DMDF MAE: 0.737. Result ID: 6a212300fbc373592c1c1e9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Graph-Based"}. This record does not assert independent reproduction. ### Multimodal Boosting MAE: 0.74. Result ID: 69a88bb46dbb7075b95116d7. [Reporting paper]() Recorded evaluation configuration: {"NR":"Avg"}. This record does not assert independent reproduction. ### C-MIB MAE: 0.826. Result ID: 69a88bb46dbb7075b95116d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NR":"Avg"}. This record does not assert independent reproduction. ### MUIT MAE: 0.871. Result ID: 6a212300fbc373592c1c1e9b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Encoder-Decoder"}. This record does not assert independent reproduction. ### C-MIB MAE: 0.875. Result ID: 69a88bb46dbb7075b95116cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NR":"0.5"}. This record does not assert independent reproduction. ### LRMF MAE: 0.912. Result ID: 6a212300fbc373592c1c1e9a. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"Encoder-Decoder"}. This record does not assert independent reproduction. ### MLTC MAE: 0.922. Result ID: 6a212300fbc373592c1c1e9d. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"Graph-Based"}. This record does not assert independent reproduction. ### Multimodal Boosting MAE: 0.924. Result ID: 69a88bb46dbb7075b95116d1. [Reporting paper]() Recorded evaluation configuration: {"NR":"0.6"}. This record does not assert independent reproduction. ### MFM MAE: 0.951. Result ID: 6a212300fbc373592c1c1e98. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"Encoder-Decoder"}. This record does not assert independent reproduction. ### MARN MAE: 0.968. Result ID: 6a212300fbc373592c1c1e9c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Attention-Based"}. This record does not assert independent reproduction. ### C-MIB MAE: 1.054. Result ID: 69a88bb46dbb7075b95116d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NR":"0.6"}. This record does not assert independent reproduction. ### Multimodal Boosting MAE: 1.125. Result ID: 69a88bb46dbb7075b95116d4. [Reporting paper]() Recorded evaluation configuration: {"NR":"0.7"}. This record does not assert independent reproduction. ### C-MIB MAE: 1.404. Result ID: 69a88bb46dbb7075b95116d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NR":"0.7"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.