# Emotion Recognition on M3ED (val) Source: [Emotion Recognition on M3ED (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:46.507Z Evaluation of Emotion Recognition performance on the validation split of the M3ED dataset, reporting metrics such as Weighted F1 (WF1). 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 | Emotion Recognition | | Dataset (including any stated split) | M3ED (val) | | Metric | Weighted F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 35 of 35 | | 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 - [Weighted F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Weighted F1 | Result date | Report paper | | --- | --- | --- | --- | | DialogueRNN | 58.7 | Not recorded | 68fa6c9f1e209131cea35081 | | MMGCN | 56.67 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueRNN | 56.52 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueRNN | 55.85 | Not recorded | 68fa6c9f1e209131cea35081 | | MDI | 55.69 | Not recorded | 68fa6c9f1e209131cea35081 | | MMGCN | 55.62 | Not recorded | 68fa6c9f1e209131cea35081 | | MMGCN | 54.75 | Not recorded | 68fa6c9f1e209131cea35081 | | MMGCN | 54.71 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueGCN | 54.58 | Not recorded | 68fa6c9f1e209131cea35081 | | MDI | 54.27 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueGCN | 54.26 | Not recorded | 68fa6c9f1e209131cea35081 | | MDI | 54.09 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueGCN | 53.91 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueRNN | 53.65 | Not recorded | 68fa6c9f1e209131cea35081 | | MMGCN | 52.93 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueRNN | 52.69 | Not recorded | 68fa6c9f1e209131cea35081 | | UttBaseline | 52.15 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueRNN | 52.09 | Not recorded | 68fa6c9f1e209131cea35081 | | UttBaseline | 51.58 | Not recorded | 68fa6c9f1e209131cea35081 | | MDI | 51.5 | Not recorded | 68fa6c9f1e209131cea35081 | | MDI | 51.37 | Not recorded | 68fa6c9f1e209131cea35081 | | MDI | 51.34 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueGCN | 50.96 | Not recorded | 68fa6c9f1e209131cea35081 | | MMGCN | 50.83 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueGCN | 50.8 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueGCN | 50.77 | Not recorded | 68fa6c9f1e209131cea35081 | | UttBaseline | 50.48 | Not recorded | 68fa6c9f1e209131cea35081 | | UttBaseline | 49.66 | Not recorded | 68fa6c9f1e209131cea35081 | | UttBaseline | 48.56 | Not recorded | 68fa6c9f1e209131cea35081 | | MDI | 45.97 | Not recorded | 68fa6c9f1e209131cea35081 | | UttBaseline | 44.67 | Not recorded | 68fa6c9f1e209131cea35081 | | UttBaseline | 42.32 | Not recorded | 68fa6c9f1e209131cea35081 | | MMGCN | 37.05 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueRNN | 36.03 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueGCN | 33.82 | Not recorded | 68fa6c9f1e209131cea35081 | ### DialogueRNN Weighted F1: 58.7. Result ID: 698f286b3a6c314849f65ca3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, v}"}. This record does not assert independent reproduction. ### MMGCN Weighted F1: 56.67. Result ID: 698f286b3a6c314849f65c9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modalities":"{l, a, v}"}. This record does not assert independent reproduction. ### DialogueRNN Weighted F1: 56.52. Result ID: 698f286b3a6c314849f65ca5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, a, v}"}. This record does not assert independent reproduction. ### DialogueRNN Weighted F1: 55.85. Result ID: 698f286b3a6c314849f65ca2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, a}"}. This record does not assert independent reproduction. ### MDI Weighted F1: 55.69. Result ID: 698f286b3a6c314849f65caa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, v}"}. This record does not assert independent reproduction. ### MMGCN Weighted F1: 55.62. Result ID: 698f286b3a6c314849f65c9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modalities":"{l, a}"}. This record does not assert independent reproduction. ### MMGCN Weighted F1: 54.75. Result ID: 698f286b3a6c314849f65c9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modalities":"{l, v}"}. This record does not assert independent reproduction. ### MMGCN Weighted F1: 54.71. Result ID: 698f286b3a6c314849f65c9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modalities":"{a, v}"}. This record does not assert independent reproduction. ### DialogueGCN Weighted F1: 54.58. Result ID: 698f286b3a6c314849f65c97. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, a, v}"}. This record does not assert independent reproduction. ### MDI Weighted F1: 54.27. Result ID: 698f286b3a6c314849f65ca9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, a}"}. This record does not assert independent reproduction. ### DialogueGCN Weighted F1: 54.26. Result ID: 698f286b3a6c314849f65c95. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, v}"}. This record does not assert independent reproduction. ### MDI Weighted F1: 54.09. Result ID: 698f286b3a6c314849f65cac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, a, v}"}. This record does not assert independent reproduction. ### DialogueGCN Weighted F1: 53.91. Result ID: 698f286b3a6c314849f65c94. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, a}"}. This record does not assert independent reproduction. ### DialogueRNN Weighted F1: 53.65. Result ID: 698f286b3a6c314849f65c9f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l}"}. This record does not assert independent reproduction. ### MMGCN Weighted F1: 52.93. Result ID: 698f286b3a6c314849f65c99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modalities":"{a}"}. This record does not assert independent reproduction. ### DialogueRNN Weighted F1: 52.69. Result ID: 698f286b3a6c314849f65ca4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{a, v}"}. This record does not assert independent reproduction. ### UttBaseline Weighted F1: 52.15. Result ID: 698f286b3a6c314849f65c90. [Reporting paper]() Recorded evaluation configuration: {"Modalities":"{l, a, v}"}. This record does not assert independent reproduction. ### DialogueRNN Weighted F1: 52.09. Result ID: 698f286b3a6c314849f65ca0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{a}"}. This record does not assert independent reproduction. ### UttBaseline Weighted F1: 51.58. Result ID: 698f286b3a6c314849f65c8d. [Reporting paper]() Recorded evaluation configuration: {"Modalities":"{l, a}"}. This record does not assert independent reproduction. ### MDI Weighted F1: 51.5. Result ID: 698f286b3a6c314849f65ca7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{a}"}. This record does not assert independent reproduction. ### MDI Weighted F1: 51.37. Result ID: 698f286b3a6c314849f65ca6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l}"}. This record does not assert independent reproduction. ### MDI Weighted F1: 51.34. Result ID: 698f286b3a6c314849f65cab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{a, v}"}. This record does not assert independent reproduction. ### DialogueGCN Weighted F1: 50.96. Result ID: 698f286b3a6c314849f65c92. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{a}"}. This record does not assert independent reproduction. ### MMGCN Weighted F1: 50.83. Result ID: 698f286b3a6c314849f65c98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modalities":"{l}"}. This record does not assert independent reproduction. ### DialogueGCN Weighted F1: 50.8. Result ID: 698f286b3a6c314849f65c96. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{a, v}"}. This record does not assert independent reproduction. ### DialogueGCN Weighted F1: 50.77. Result ID: 698f286b3a6c314849f65c91. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l}"}. This record does not assert independent reproduction. ### UttBaseline Weighted F1: 50.48. Result ID: 698f286b3a6c314849f65c8e. [Reporting paper]() Recorded evaluation configuration: {"Modalities":"{l, v}"}. This record does not assert independent reproduction. ### UttBaseline Weighted F1: 49.66. Result ID: 698f286b3a6c314849f65c8f. [Reporting paper]() Recorded evaluation configuration: {"Modalities":"{a, v}"}. This record does not assert independent reproduction. ### UttBaseline Weighted F1: 48.56. Result ID: 698f286b3a6c314849f65c8b. [Reporting paper]() Recorded evaluation configuration: {"Modalities":"{a}"}. This record does not assert independent reproduction. ### MDI Weighted F1: 45.97. Result ID: 698f286b3a6c314849f65ca8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{v}"}. This record does not assert independent reproduction. ### UttBaseline Weighted F1: 44.67. Result ID: 698f286b3a6c314849f65c8a. [Reporting paper]() Recorded evaluation configuration: {"Modalities":"{l}"}. This record does not assert independent reproduction. ### UttBaseline Weighted F1: 42.32. Result ID: 698f286b3a6c314849f65c8c. [Reporting paper]() Recorded evaluation configuration: {"Modalities":"{v}"}. This record does not assert independent reproduction. ### MMGCN Weighted F1: 37.05. Result ID: 698f286b3a6c314849f65c9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modalities":"{v}"}. This record does not assert independent reproduction. ### DialogueRNN Weighted F1: 36.03. Result ID: 698f286b3a6c314849f65ca1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{v}"}. This record does not assert independent reproduction. ### DialogueGCN Weighted F1: 33.82. Result ID: 698f286b3a6c314849f65c93. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{v}"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.