# Emotion Recognition on M3ED (test) Source: [Emotion Recognition on M3ED (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:46.524Z Evaluation of Emotion Recognition performance on the test 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 (test) | | 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 | 52.28 | Not recorded | 68fa6c9f1e209131cea35081 | | MDI | 52.07 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueRNN | 51.87 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueRNN | 51.66 | Not recorded | 68fa6c9f1e209131cea35081 | | MMGCN | 51.18 | Not recorded | 68fa6c9f1e209131cea35081 | | MDI | 50.99 | Not recorded | 68fa6c9f1e209131cea35081 | | MMGCN | 50.42 | Not recorded | 68fa6c9f1e209131cea35081 | | MDI | 50.24 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueGCN | 49.93 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueGCN | 49.44 | Not recorded | 68fa6c9f1e209131cea35081 | | MMGCN | 49.44 | Not recorded | 68fa6c9f1e209131cea35081 | | MDI | 49.42 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueGCN | 49.26 | Not recorded | 68fa6c9f1e209131cea35081 | | UttBaseline | 48.9 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueRNN | 48.8 | Not recorded | 68fa6c9f1e209131cea35081 | | UttBaseline | 48.68 | Not recorded | 68fa6c9f1e209131cea35081 | | MMGCN | 48.55 | Not recorded | 68fa6c9f1e209131cea35081 | | MDI | 48.03 | Not recorded | 68fa6c9f1e209131cea35081 | | MMGCN | 47.77 | Not recorded | 68fa6c9f1e209131cea35081 | | UttBaseline | 47.68 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueRNN | 47.65 | Not recorded | 68fa6c9f1e209131cea35081 | | MDI | 47.64 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueRNN | 47.49 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueGCN | 47.09 | Not recorded | 68fa6c9f1e209131cea35081 | | MMGCN | 46.49 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueGCN | 46.45 | Not recorded | 68fa6c9f1e209131cea35081 | | UttBaseline | 46.28 | Not recorded | 68fa6c9f1e209131cea35081 | | UttBaseline | 46.09 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueGCN | 46.09 | Not recorded | 68fa6c9f1e209131cea35081 | | UttBaseline | 44.41 | Not recorded | 68fa6c9f1e209131cea35081 | | MDI | 41.33 | Not recorded | 68fa6c9f1e209131cea35081 | | UttBaseline | 41.09 | Not recorded | 68fa6c9f1e209131cea35081 | | MMGCN | 32.87 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueRNN | 28.38 | Not recorded | 68fa6c9f1e209131cea35081 | | DialogueGCN | 27.79 | Not recorded | 68fa6c9f1e209131cea35081 | ### DialogueRNN Weighted F1: 52.28. Result ID: 698f286b3a6c314849f65cc6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, v}"}. This record does not assert independent reproduction. ### MDI Weighted F1: 52.07. Result ID: 698f286b3a6c314849f65ccd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, v}"}. This record does not assert independent reproduction. ### DialogueRNN Weighted F1: 51.87. Result ID: 698f286b3a6c314849f65cc5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, a}"}. This record does not assert independent reproduction. ### DialogueRNN Weighted F1: 51.66. Result ID: 698f286b3a6c314849f65cc8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, a, v}"}. This record does not assert independent reproduction. ### MMGCN Weighted F1: 51.18. Result ID: 698f286b3a6c314849f65cc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modalities":"{l, a, v}"}. This record does not assert independent reproduction. ### MDI Weighted F1: 50.99. Result ID: 698f286b3a6c314849f65ccf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, a, v}"}. This record does not assert independent reproduction. ### MMGCN Weighted F1: 50.42. Result ID: 698f286b3a6c314849f65cbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modalities":"{l, v}"}. This record does not assert independent reproduction. ### MDI Weighted F1: 50.24. Result ID: 698f286b3a6c314849f65ccc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, a}"}. This record does not assert independent reproduction. ### DialogueGCN Weighted F1: 49.93. Result ID: 698f286b3a6c314849f65cba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, a, v}"}. This record does not assert independent reproduction. ### DialogueGCN Weighted F1: 49.44. Result ID: 698f286b3a6c314849f65cb7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, a}"}. This record does not assert independent reproduction. ### MMGCN Weighted F1: 49.44. Result ID: 698f286b3a6c314849f65cbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modalities":"{l, a}"}. This record does not assert independent reproduction. ### MDI Weighted F1: 49.42. Result ID: 698f286b3a6c314849f65cc9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l}"}. This record does not assert independent reproduction. ### DialogueGCN Weighted F1: 49.26. Result ID: 698f286b3a6c314849f65cb8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l, v}"}. This record does not assert independent reproduction. ### UttBaseline Weighted F1: 48.9. Result ID: 698f286b3a6c314849f65cb3. [Reporting paper]() Recorded evaluation configuration: {"Modalities":"{l, a, v}"}. This record does not assert independent reproduction. ### DialogueRNN Weighted F1: 48.8. Result ID: 698f286b3a6c314849f65cc2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l}"}. This record does not assert independent reproduction. ### UttBaseline Weighted F1: 48.68. Result ID: 698f286b3a6c314849f65cb0. [Reporting paper]() Recorded evaluation configuration: {"Modalities":"{l, a}"}. This record does not assert independent reproduction. ### MMGCN Weighted F1: 48.55. Result ID: 698f286b3a6c314849f65cc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modalities":"{a, v}"}. This record does not assert independent reproduction. ### MDI Weighted F1: 48.03. Result ID: 698f286b3a6c314849f65cca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{a}"}. This record does not assert independent reproduction. ### MMGCN Weighted F1: 47.77. Result ID: 698f286b3a6c314849f65cbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modalities":"{a}"}. This record does not assert independent reproduction. ### UttBaseline Weighted F1: 47.68. Result ID: 698f286b3a6c314849f65cb1. [Reporting paper]() Recorded evaluation configuration: {"Modalities":"{l, v}"}. This record does not assert independent reproduction. ### DialogueRNN Weighted F1: 47.65. Result ID: 698f286b3a6c314849f65cc3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{a}"}. This record does not assert independent reproduction. ### MDI Weighted F1: 47.64. Result ID: 698f286b3a6c314849f65cce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{a, v}"}. This record does not assert independent reproduction. ### DialogueRNN Weighted F1: 47.49. Result ID: 698f286b3a6c314849f65cc7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{a, v}"}. This record does not assert independent reproduction. ### DialogueGCN Weighted F1: 47.09. Result ID: 698f286b3a6c314849f65cb9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{a, v}"}. This record does not assert independent reproduction. ### MMGCN Weighted F1: 46.49. Result ID: 698f286b3a6c314849f65cbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modalities":"{l}"}. This record does not assert independent reproduction. ### DialogueGCN Weighted F1: 46.45. Result ID: 698f286b3a6c314849f65cb5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{a}"}. This record does not assert independent reproduction. ### UttBaseline Weighted F1: 46.28. Result ID: 698f286b3a6c314849f65cb2. [Reporting paper]() Recorded evaluation configuration: {"Modalities":"{a, v}"}. This record does not assert independent reproduction. ### UttBaseline Weighted F1: 46.09. Result ID: 698f286b3a6c314849f65cae. [Reporting paper]() Recorded evaluation configuration: {"Modalities":"{a}"}. This record does not assert independent reproduction. ### DialogueGCN Weighted F1: 46.09. Result ID: 698f286b3a6c314849f65cb4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{l}"}. This record does not assert independent reproduction. ### UttBaseline Weighted F1: 44.41. Result ID: 698f286b3a6c314849f65cad. [Reporting paper]() Recorded evaluation configuration: {"Modalities":"{l}"}. This record does not assert independent reproduction. ### MDI Weighted F1: 41.33. Result ID: 698f286b3a6c314849f65ccb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{v}"}. This record does not assert independent reproduction. ### UttBaseline Weighted F1: 41.09. Result ID: 698f286b3a6c314849f65caf. [Reporting paper]() Recorded evaluation configuration: {"Modalities":"{v}"}. This record does not assert independent reproduction. ### MMGCN Weighted F1: 32.87. Result ID: 698f286b3a6c314849f65cbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modalities":"{v}"}. This record does not assert independent reproduction. ### DialogueRNN Weighted F1: 28.38. Result ID: 698f286b3a6c314849f65cc4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modalities":"{v}"}. This record does not assert independent reproduction. ### DialogueGCN Weighted F1: 27.79. Result ID: 698f286b3a6c314849f65cb6. [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.