Emotion Recognition on IEMOCAP
78.8AccuracyMemory Bear AI
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Memory Bear AI2026.03 | 78.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 57.3 | — | — | — | — | 54.2 | — | — | |
| EmotionThinkerModel Category=Omni Large Language Models2026.01 | 77.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MulTDescription=Strong neural multimodal baseline2026.03 | 77.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 56.9 | — | — | — | — | 53.7 | — | — | |
| BLSP-EmoModel Category=Emotion Focused Speech Large Language Models2026.01 | 76 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MPLMMModality Set={a,t}2024.07 | 75.98 | — | — | — | — | — | — | 75.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CGGMModality=Multimodal2024.11 | 75.38 | — | — | — | — | — | — | 74.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MPLMMModality Set={v,t}2024.07 | 74.68 | — | — | — | — | — | — | 74.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReconBoostModality=Multimodal2024.11 | 73.14 | — | — | — | — | — | — | 72.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AGMModality=Multimodal2024.11 | 72.35 | — | — | — | — | — | — | 71.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| QMFModality=Multimodal2024.11 | 72.08 | — | — | — | — | — | — | 71.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EmoEmbsDescription=Context-/emotion-aware baseline2026.03 | 72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.8 | — | — | — | — | 46.7 | — | — | |
| MSLRModality=Multimodal2024.11 | 71.99 | — | — | — | — | — | — | 70.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MRDModality=Multimodal2024.11 | 71.81 | — | — | — | — | — | — | 71.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LF-LSTMDescription=Traditional fusion baseline2026.03 | 71.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.5 | — | — | — | — | 46.4 | — | — | |
| UMEModality=Multimodal2024.11 | 71.53 | — | — | — | — | — | — | 70.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CFN-ESAevaluation=single run2023.07 | 70.78 | 53.67 | 80.6 | 71.65 | 70.32 | 74.82 | 68.06 | 71.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UMTModality=Multimodal2024.11 | 70.75 | — | — | — | — | — | — | 69.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BaselineModality=Multimodal2024.11 | 70.74 | — | — | — | — | — | — | 69.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UniMSE2023.07 | 70.56 | — | — | — | — | — | — | 70.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMDFN+BALMSMR=0.02026.03 | 70.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.89 | — | — | — | — | — | — | — | |
| DialogueTRM2023.07 | 69.5 | — | — | — | — | — | — | 69.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EmotionICModality=Textual2023.03 | 69.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.61 | — | — | — | — | — | — | — | |
| MPLMMModality Set={t}2024.07 | 69.23 | — | — | — | — | — | — | 69.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MetaDrop2023.07 | 69.01 | — | — | — | — | — | — | 69.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMDFN+BALMSMR=0.12026.03 | 68.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.78 | — | — | — | — | — | — | — | |
| MMDFN+BALMSMR=0.22026.03 | 68.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.45 | — | — | — | — | — | — | — | |
| LR-GCNModality=Textual2023.03 | 68.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.3 | — | — | — | — | — | — | — | |
| AmbER22026.01 | 68.3 | — | — | — | — | — | — | 67.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.5 | 19 | 83 | 0.67 | — | — | — | — | |
| MM-DFN2023.07 | 68.21 | 42.22 | 78.98 | 66.42 | 69.77 | 75.56 | 66.33 | 68.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| COGMEN2023.07 | 68.2 | 51.9 | 81.7 | 68.6 | 66 | 75.3 | 58.2 | 67.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMGCN + SPCLBase Model=MMGCN [7], Modality=TAV2026.05 | 67.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.66 | — | — | — | — | — | — | — | |
| MMDFN+BALMSMR=0.32026.03 | 67.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.44 | — | — | — | — | — | — | — | |
| MPLMMModality Set=Avg.2024.07 | 67.42 | — | — | — | — | — | — | 67.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MPLMMModality Set={a,v}2024.07 | 67.26 | — | — | — | — | — | — | 67.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MM-DFN + SPCLBase Model=MM-DFN [61], Modality=TAV2026.05 | 67.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.16 | — | — | — | — | — | — | — | |
| DialogueGCN + SPCLBase Model=DialogueGCN [27], Modality=TAV2026.05 | 67.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.99 | — | — | — | — | — | — | — | |
| COG-BARTModality=Textual2023.03 | 66.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.18 | — | — | — | — | — | — | — | |
| MMGCN + SPCLBase Model=MMGCN [7], Modality=TA2026.05 | 66.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.75 | — | — | — | — | — | — | — | |
| MMGCN2023.07 | 66.36 | 45.14 | 77.16 | 64.36 | 68.82 | 74.71 | 61.4 | 66.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMDFN+BALMSMR=0.42026.03 | 66.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.15 | — | — | — | — | — | — | — | |
| MM-DFN + SPCLBase Model=MM-DFN [61], Modality=TA2026.05 | 66.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.03 | — | — | — | — | — | — | — | |
| Emoent2026.01 | 65.8 | — | — | — | — | — | — | 64.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MPMMModality Set=Avg.2024.07 | 65.77 | — | — | — | — | — | — | 65.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HU-Dialogue2023.07 | 65.72 | — | — | — | — | — | — | 65.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMGCN+BALMSMR=0.02026.03 | 65.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.49 | — | — | — | — | — | — | — | |
| I-GCN2023.07 | 65.5 | 50 | 83.8 | 59.3 | 64.6 | 74.3 | 59 | 65.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMINModality Set=Avg.2024.07 | 65.47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DialogueGCN + SPCLBase Model=DialogueGCN [27], Modality=TA2026.05 | 65.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.32 | — | — | — | — | — | — | — | |
| Text onlyModality=Text2024.11 | 65.35 | — | — | — | — | — | — | 64.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMGCN + SPCLBase Model=MMGCN [7], Modality=TV2026.05 | 65.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65 | — | — | — | — | — | — | — | |
| MMDFN+BALMSMR=0.52026.03 | 64.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.78 | — | — | — | — | — | — | — | |
| GCNetSMR=0.02026.03 | 64.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.01 | — | — | — | — | — | — | — | |
| SDR-GNNSMR=0.02026.03 | 64.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.65 | — | — | — | — | — | — | — | |
| MM-DFN + SPCLBase Model=MM-DFN [61], Modality=TV2026.05 | 64.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.31 | — | — | — | — | — | — | — | |
| MMGCN + FAGMBase Model=MMGCN [7], Modality=TAV2026.05 | 64.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.53 | — | — | — | — | — | — | — | |
| DialogueGCN + SPCLBase Model=DialogueGCN [27], Modality=TV2026.05 | 64.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.47 | — | — | — | — | — | — | — | |
| Mi-CGASMR=0.02026.03 | 64.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.49 | — | — | — | — | — | — | — | |
| MMGCN+BALMSMR=0.12026.03 | 64.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.05 | — | — | — | — | — | — | — | |
| GCNetSMR=0.12026.03 | 64.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.99 | — | — | — | — | — | — | — | |
| MMGCN + OPMBase Model=MMGCN [7], Modality=TAV2026.05 | 64.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.6 | — | — | — | — | — | — | — | |
| MMGCN+BALMSMR=0.22026.03 | 63.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.54 | — | — | — | — | — | — | — | |
| MM-DFN + FAGMBase Model=MM-DFN [61], Modality=TAV2026.05 | 63.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.45 | — | — | — | — | — | — | — | |
| Mi-CGASMR=0.22026.03 | 63.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.76 | — | — | — | — | — | — | — | |
| MMDFN+BALMSMR=0.62026.03 | 63.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.27 | — | — | — | — | — | — | — | |
| AGHMN2023.07 | 63.5 | 52.1 | 73.3 | 58.4 | 61.9 | 69.7 | 62.3 | 63.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mi-CGASMR=0.12026.03 | 63.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.42 | — | — | — | — | — | — | — | |
| SDR-GNNSMR=0.12026.03 | 63.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.35 | — | — | — | — | — | — | — | |
| MMGCN + RNA lossBase Model=MMGCN [7], Modality=TAV2026.05 | 63.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.13 | — | — | — | — | — | — | — | |
| DialogueGCN + FAGMBase Model=DialogueGCN [27], Modality=TAV2026.05 | 63.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.76 | — | — | — | — | — | — | — | |
| GCNetSMR=0.22026.03 | 63.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.83 | — | — | — | — | — | — | — | |
| MM-DFN + OPMBase Model=MM-DFN [61], Modality=TAV2026.05 | 62.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.3 | — | — | — | — | — | — | — | |
| MMGCN+BALMSMR=0.32026.03 | 62.76 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.67 | — | — | — | — | — | — | — | |
| MMGCN + OGM-GEBase Model=MMGCN [7], Modality=TAV2026.05 | 62.69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.42 | — | — | — | — | — | — | — | |
| MMGCN (Baseline)Base Model=MMGCN [7], Modality=TAV2026.05 | 62.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.67 | — | — | — | — | — | — | — | |
| GCNetSMR=0.32026.03 | 62.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.14 | — | — | — | — | — | — | — | |
| SDR-GNNSMR=0.22026.03 | 62.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62 | — | — | — | — | — | — | — | |
| VowelPromptInput=Transcript & Context, LLM=GPT-4o, Evaluation Protocol=Zero-Shot2026.02 | 62.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.74 | — | — | — | — | — | — | — | |
| MMGCN+BALMSMR=0.42026.03 | 62.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.9 | — | — | — | — | — | — | — | |
| BiDDIN + SPCLBase Model=BiDDIN [60], Modality=TV2026.05 | 61.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.1 | — | — | — | — | — | — | — | |
| MMGCN+BALMSMR=0.52026.03 | 61.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.82 | — | — | — | — | — | — | — | |
| MM-DFN (Baseline)Base Model=MM-DFN [61], Modality=TAV2026.05 | 61.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.54 | — | — | — | — | — | — | — | |
| MMDFN+BALMSMR=0.72026.03 | 61.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.8 | — | — | — | — | — | — | — | |
| MMGCN+BALMSMR=0.62026.03 | 60.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.71 | — | — | — | — | — | — | — | |
| BiDDIN + SPCLBase Model=BiDDIN [60], Modality=TAV2026.05 | 60.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 59.9 | — | — | — | — | — | — | — | |
| SDR-GNNSMR=0.32026.03 | 60.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 59.92 | — | — | — | — | — | — | — | |
| DialogueGCN (Baseline)Base Model=DialogueGCN [27], Modality=TAV2026.05 | 60.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.43 | — | — | — | — | — | — | — | |
| MM-DFN + RNA lossBase Model=MM-DFN [61], Modality=TAV2026.05 | 60.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.23 | — | — | — | — | — | — | — | |
| Mi-CGASMR=0.32026.03 | 60.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 59.93 | — | — | — | — | — | — | — | |
| BiDDIN + SPCLBase Model=BiDDIN [60], Modality=TA2026.05 | 60.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.24 | — | — | — | — | — | — | — | |
| GCNetSMR=0.42026.03 | 60.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.01 | — | — | — | — | — | — | — | |
| MM-DFN + OGM-GEBase Model=MM-DFN [61], Modality=TAV2026.05 | 60.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 59.92 | — | — | — | — | — | — | — | |
| SpeechCueLLMInput=Transcript & Context, LLM=GPT-4o, Evaluation Protocol=Zero-Shot2026.02 | 60.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.52 | — | — | — | — | — | — | — | |
| Mi-CGASMR=0.42026.03 | 59.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.18 | — | — | — | — | — | — | — | |
| MPLMMModality Set={a}2024.07 | 59.77 | — | — | — | — | — | — | 59.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DialogueGCN + OPMBase Model=DialogueGCN [27], Modality=TAV2026.05 | 59.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.89 | — | — | — | — | — | — | — | |
| MMGCN+BALMSMR=0.72026.03 | 59.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 59.59 | — | — | — | — | — | — | — | |
| MDModality Set=Avg.2024.07 | 59.22 | — | — | — | — | — | — | 59.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MCTNModality Set=Avg.2024.07 | 59.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SDR-GNNSMR=0.42026.03 | 59.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.85 | — | — | — | — | — | — | — | |
| BiDDIN + FAGMBase Model=BiDDIN [60], Modality=TAV2026.05 | 58.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.81 | — | — | — | — | — | — | — |