# Multimodal Sentiment Analysis on MOSI (Comprehensive Metrics) Source: [Multimodal Sentiment Analysis on MOSI (Comprehensive Metrics)]() Collection index: [llms.txt]() Data updated: 2026-06-05T09:51:39.406Z Evaluation of Multimodal Sentiment Analysis performance on the MOSI dataset, reporting detailed metrics including 2-class, 5-class, and 7-class accuracies, specialized F1 scores, Mean Absolute Error (MAE), and Correlation (Corr). 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) | MOSI | | Metric | Acc-2 (all) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [Acc-2 (all)](): Higher is better; unit: PERCENT. - [Acc-2 (non-neutral)](): Higher is better; unit: PERCENT. - [F1 (non-neutral)](): Higher is better; unit: PERCENT. - [F1 (all)](): Higher is better; unit: PERCENT. - [Acc-5](): Higher is better; unit: PERCENT. - [Acc-7](): Higher is better; unit: PERCENT. - [MAE](): Lower is better; unit: SCALAR. - [Corr](): Higher is better; unit: SCALAR. ## Recorded results | Method | Acc-2 (all) | Result date | Report paper | | --- | --- | --- | --- | | GRAMformer | 89.94 | Not recorded | 6a2258ad86173ad9c1468c62 | | FDMA | 88.39 | Not recorded | 6a2258ad86173ad9c1468c62 | | MMML | 88.16 | Not recorded | 6a2258ad86173ad9c1468c62 | | GRAMformer | 87.9 | Not recorded | 6a2258ad86173ad9c1468c62 | | MMT | 87 | Not recorded | 6a2258ad86173ad9c1468c62 | | DEVA | 86.29 | Not recorded | 6a2258ad86173ad9c1468c62 | | MMML | 85.91 | Not recorded | 6a2258ad86173ad9c1468c62 | | ConFEDE | 85.52 | Not recorded | 6a2258ad86173ad9c1468c62 | | ALMT | 85.37 | Not recorded | 6a2258ad86173ad9c1468c62 | | FDMER | 84.6 | Not recorded | 6a2258ad86173ad9c1468c62 | | Self-MM | 84.45 | Not recorded | 6a2258ad86173ad9c1468c62 | | MAG-BERT | 84.43 | Not recorded | 6a2258ad86173ad9c1468c62 | | MISA | 83.54 | Not recorded | 6a2258ad86173ad9c1468c62 | | MFSA | 83.3 | Not recorded | 6a2258ad86173ad9c1468c62 | | ICCN | 83.07 | Not recorded | 6a2258ad86173ad9c1468c62 | | GRAMformer | 82.86 | Not recorded | 6a2258ad86173ad9c1468c62 | | Self-MM | 82.71 | Not recorded | 6a2258ad86173ad9c1468c62 | | PMR | 82.4 | Not recorded | 6a2258ad86173ad9c1468c62 | | TETFN | 82.22 | Not recorded | 6a2258ad86173ad9c1468c62 | | CENet | 81.69 | Not recorded | 6a2258ad86173ad9c1468c62 | | MISA | 81.49 | Not recorded | 6a2258ad86173ad9c1468c62 | | MulT | 80.95 | Not recorded | 6a2258ad86173ad9c1468c62 | | LMF | 79.18 | Not recorded | 6a2258ad86173ad9c1468c62 | | TFN | 79.08 | Not recorded | 6a2258ad86173ad9c1468c62 | | MULT | 78.28 | Not recorded | 6a2258ad86173ad9c1468c62 | | GRAMformer | 78.16 | Not recorded | 6a2258ad86173ad9c1468c62 | | Graph-MFN | 78.11 | Not recorded | 6a2258ad86173ad9c1468c62 | | TFN | 77.99 | Not recorded | 6a2258ad86173ad9c1468c62 | | LMF | 77.43 | Not recorded | 6a2258ad86173ad9c1468c62 | | LF-DNN | 77.35 | Not recorded | 6a2258ad86173ad9c1468c62 | | MFN | 77.08 | Not recorded | 6a2258ad86173ad9c1468c62 | ### GRAMformer Acc-2 (all): 89.94. Result ID: 6a229b3afbc373592c212cf2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FDMA Acc-2 (all): 88.39. Result ID: 6a229b3afbc373592c212cf1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMML Acc-2 (all): 88.16. Result ID: 6a229b3afbc373592c212cee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRAMformer Acc-2 (all): 87.9. Result ID: 6a229b3afbc373592c212d11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder Configuration":"RoBERTa + Data2Vec Finetuning","Video Features":"Frozen","Params":"731.6M"}. This record does not assert independent reproduction. ### MMT Acc-2 (all): 87. Result ID: 6a229b3afbc373592c212cf0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DEVA Acc-2 (all): 86.29. Result ID: 6a229b3afbc373592c212ced. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMML Acc-2 (all): 85.91. Result ID: 6a229b3afbc373592c212d10. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder Configuration":"RoBERTa + Data2Vec Finetuning","Video Features":"Frozen","Params":"889.6M"}. This record does not assert independent reproduction. ### ConFEDE Acc-2 (all): 85.52. Result ID: 6a229b3afbc373592c212cec. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ALMT Acc-2 (all): 85.37. Result ID: 6a229b3afbc373592c212ceb. [Reporting paper]() Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction. ### FDMER Acc-2 (all): 84.6. Result ID: 6a229b3afbc373592c212ce9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Self-MM Acc-2 (all): 84.45. Result ID: 6a229b3afbc373592c212cea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction. ### MAG-BERT Acc-2 (all): 84.43. Result ID: 6a229b3afbc373592c212ce6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MISA Acc-2 (all): 83.54. Result ID: 6a229b3afbc373592c212ce5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"source":"obtained from \[30\]"}. This record does not assert independent reproduction. ### MFSA Acc-2 (all): 83.3. Result ID: 6a229b3afbc373592c212ce8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICCN Acc-2 (all): 83.07. Result ID: 6a229b3afbc373592c212ce4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRAMformer Acc-2 (all): 82.86. Result ID: 6a229b3afbc373592c212d0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder Configuration":"BERT Finetuning","Params":"110.1M"}. This record does not assert independent reproduction. ### Self-MM Acc-2 (all): 82.71. Result ID: 6a229b3afbc373592c212d0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder Configuration":"BERT Finetuning","Params":"109.6M"}. This record does not assert independent reproduction. ### PMR Acc-2 (all): 82.4. Result ID: 6a229b3afbc373592c212ce7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TETFN Acc-2 (all): 82.22. Result ID: 6a229b3afbc373592c212d0b. [Reporting paper]() Recorded evaluation configuration: {"Encoder Configuration":"BERT Finetuning","Params":"110.7M"}. This record does not assert independent reproduction. ### CENet Acc-2 (all): 81.69. Result ID: 6a229b3afbc373592c212d0d. [Reporting paper]() Recorded evaluation configuration: {"Encoder Configuration":"BERT Finetuning","Params":"116.0M"}. This record does not assert independent reproduction. ### MISA Acc-2 (all): 81.49. Result ID: 6a229b3afbc373592c212d0e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder Configuration":"BERT Finetuning","Params":"110.6M"}. This record does not assert independent reproduction. ### MulT Acc-2 (all): 80.95. Result ID: 6a229b3afbc373592c212ce3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"source":"obtained from \[30\]"}. This record does not assert independent reproduction. ### LMF Acc-2 (all): 79.18. Result ID: 6a229b3afbc373592c212ce2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"source":"obtained from \[30\]"}. This record does not assert independent reproduction. ### TFN Acc-2 (all): 79.08. Result ID: 6a229b3afbc373592c212ce1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"source":"obtained from \[30\]"}. This record does not assert independent reproduction. ### MULT Acc-2 (all): 78.28. Result ID: 6a229b3afbc373592c212d09. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder Configuration":"Pre-extracted Features","Text Encoder":"BERT","Audio/Video Features":"Frozen","Params":"2.57M"}. This record does not assert independent reproduction. ### GRAMformer Acc-2 (all): 78.16. Result ID: 6a229b3afbc373592c212d0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder Configuration":"Pre-extracted Features","Text Encoder":"BERT","Audio/Video Features":"Frozen","Params":"0.66M"}. This record does not assert independent reproduction. ### Graph-MFN Acc-2 (all): 78.11. Result ID: 6a229b3afbc373592c212d08. [Reporting paper]() Recorded evaluation configuration: {"Encoder Configuration":"Pre-extracted Features","Text Encoder":"BERT","Audio/Video Features":"Frozen","Params":"2.11M"}. This record does not assert independent reproduction. ### TFN Acc-2 (all): 77.99. Result ID: 6a229b3afbc373592c212d05. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder Configuration":"Pre-extracted Features","Text Encoder":"BERT","Audio/Video Features":"Frozen","Params":"9.50M"}. This record does not assert independent reproduction. ### LMF Acc-2 (all): 77.43. Result ID: 6a229b3afbc373592c212d06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder Configuration":"Pre-extracted Features","Text Encoder":"BERT","Audio/Video Features":"Frozen","Params":"0.51M"}. This record does not assert independent reproduction. ### LF-DNN Acc-2 (all): 77.35. Result ID: 6a229b3afbc373592c212d04. [Reporting paper]() Recorded evaluation configuration: {"Encoder Configuration":"Pre-extracted Features","Text Encoder":"BERT","Audio/Video Features":"Frozen","Params":"0.60M"}. This record does not assert independent reproduction. ### MFN Acc-2 (all): 77.08. Result ID: 6a229b3afbc373592c212d07. [Reporting paper]() Recorded evaluation configuration: {"Encoder Configuration":"Pre-extracted Features","Text Encoder":"BERT","Audio/Video Features":"Frozen","Params":"2.17M"}. This record does not assert independent reproduction. 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