Emotion Recognition in Conversation on IEMOCAP (test)
72.4Weighted Average F1 ScoreLaERC-S
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LaERC-SBackbone=Llama2-7B, Mechanism=oReact2024.03 | 72.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PRC-Emo2025.11 | 71.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.03 | — | — | — | — | — | |
| DF-ERCInput=Our, Embedding=Robe-Large2023.08 | 71.75 | — | — | 56.37 | — | 84.36 | — | 71.13 | — | 67.46 | — | 79.11 | — | 66.23 | 71.84 | — | — | — | — | — | |
| InstructERCBackbone=LLaMA2-7B, Evaluation Setting=LoRA Fine-tuned2023.09 | 71.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InstructERCtraining=fine-tuned LLM2024.07 | 71.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InstructERCType=LLMs-based ERC, Backbone=Llama2-7B2024.03 | 71.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InstructERC2025.11 | 71.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BiosERCbackbone=Llama-2-13b, training=fine-tuned, #T.Params.=125 x 10^62024.07 | 71.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BiosERC2025.11 | 71.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UniMSEInput=MM, Embedding=T5-Base2023.08 | 70.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.56 | — | — | — | — | — | |
| CEPTType=Conventional ERC2024.03 | 70.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LSDGNN+ICL2025.11 | 70.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.35 | — | — | — | — | — | |
| MFAMType=Conventional ERC2024.03 | 70.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LaERCBackbone=Llama2-7B, Protocol=Finetuning2024.03 | 69.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| M2FNetYear=20222022.06 | 69.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPCL-CL-ERCstrategy=Supervised Prototypical Contrastive Learning + Curriculum Learning2022.10 | 69.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPCL+CLModel Category=Discriminant Model2023.09 | 69.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DiaTRMInput=MM, Embedding=Bert-Base2023.08 | 69.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.5 | — | — | — | — | — | |
| M2FNetInput=MM, Embedding=Robe-Largee2023.08 | 69.69 | — | — | 60 | — | 82.11 | — | 65.88 | — | 68.21 | — | 72.6 | — | 68.31 | 69.86 | — | — | — | — | — | |
| EmotionICModel Category=Discriminant Model2023.09 | 69.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MetaDropInput=MM, Embedding=Robe-Large2023.08 | 69.59 | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.38 | — | — | — | — | — | |
| CoMPM(f)Evaluation Protocol=Average of 3 runs, Configuration=PM parameters frozen2021.08 | 69.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoMPM2022.10 | 69.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoMpMInput=T+KG, Embedding=Robe-Large2023.08 | 69.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DER-GCN2025.11 | 69.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.7 | — | — | — | — | — | |
| CBERL2025.11 | 69.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.36 | — | — | — | — | — | |
| SACL-LSTM# Param.=2.6M, features=roberta-large2023.06 | 69.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.08 | — | — | — | — | — | |
| SACLModel Category=Discriminant Model2023.09 | 69.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPCLType=Conventional ERC2024.03 | 69.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MultiDAG+CL2025.11 | 69.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.11 | — | — | — | — | — | |
| BiosERCbackbone=Llama-2-7b, training=fine-tuned, #T.Params.=80 x 10^62024.07 | 69.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BiosERCType=LLMs-based ERC, Backbone=Llama2-7B2024.03 | 69.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DialogueEIN2024.07 | 68.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| S+PAGE2024.07 | 68.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAG-ERC+HCLHCL=true2021.12 | 68.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| S+PAGE2021.12 | 68.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SGED + DAG-ERC2022.10 | 68.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SGED + DAG-ERC2024.07 | 68.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LR-GCN2025.11 | 68.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.5 | — | — | — | — | — | |
| MM-DFNModality=A+V+T2022.03 | 68.18 | — | — | 42.22 | — | 78.98 | — | 66.42 | — | 69.77 | — | 75.56 | — | 66.33 | 68.21 | — | — | — | — | — | |
| MM-DFNInput=MM, Embedding=FastText2023.08 | 68.18 | — | — | 42.22 | — | 78.98 | — | 66.42 | — | 69.77 | — | 75.56 | — | 58.21 | 68.21 | — | — | — | — | — | |
| MKFMType=Conventional ERC2024.03 | 68.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAG-ERC2021.12 | 68.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAG-ERC2021.12 | 68.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAG-ERCHCL=false2021.12 | 68.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAG-ERCYear=20212022.06 | 68.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAG-ERC2022.10 | 68.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAG2024.07 | 68.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAG-ERC2025.11 | 68.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.53 | — | — | — | — | — | |
| BiosERCbackbone=BERT-based, #T.Params.=186 x 10^62024.07 | 67.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualGATsModel Category=Discriminant Model2023.09 | 67.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualGATsType=Conventional ERC2024.03 | 67.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| INTRA/INTER ERC (baseline)#T.Params.=189 x 10^62024.07 | 67.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InstructERCBackbone=ChatGLM2-6B, Evaluation Setting=LoRA Fine-tuned2023.09 | 67.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DialogueCRN# Param.=3.3M, features=roberta-large2023.06 | 67.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.39 | — | — | — | — | — | |
| EmoBERTaYear=20212022.06 | 67.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DialogueCRNModality=A+V+T2022.03 | 67.21 | — | — | 53.23 | — | 83.37 | — | 62.96 | — | 66.09 | — | 75.4 | — | 66.07 | 67.16 | — | — | — | — | — | |
| DiaCRNInput=Text, Embedding=Glove2023.08 | 67.21 | — | — | 53.23 | — | 83.37 | — | 62.96 | — | 66.09 | — | 75.4 | — | 66.07 | 67.16 | — | — | — | — | — | |
| CESTaYear=20202022.06 | 67.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PsychologicalExternal Data Usage=Leverages structured external data2021.08 | 66.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SKAIGType=Conventional ERC2024.03 | 66.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPCL+CL# Param.=356.7M, features=roberta-large2023.06 | 66.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.71 | — | — | — | — | — | |
| DialogueGCNYear=20192022.06 | 66.76 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MPLPModel Category=Discriminant Model2023.09 | 66.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SumAggGINYear=20202022.06 | 66.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAG-ERC# Param.=9.5M, features=roberta-large2023.06 | 66.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.54 | — | — | — | — | — | |
| EmoFlowInput=Text, Embedding=Robe-Large2023.08 | 66.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SKSECInput=T+KG, Embedding=Robe-Large2023.08 | 66.47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DialogueCRN2022.10 | 66.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RGAT+ROBERTabackbone=ROBERTa2021.12 | 66.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoMPMEvaluation Protocol=Average of 3 runs, Configuration=Both CoM and PM parameters updated2021.08 | 66.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SGED+DAG# Param.=3.0M, features=roberta-large2023.06 | 66.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.29 | — | — | — | — | — | |
| MMGCNModality=A+V+T2022.03 | 66.26 | — | — | 45.14 | — | 77.16 | — | 64.36 | — | 68.82 | — | 74.71 | — | 61.4 | 66.36 | — | — | — | — | — | |
| MMGCNInput=MM, Embedding=FastText2023.08 | 66.26 | — | — | 45.14 | — | 77.16 | — | 66.36 | — | 68.82 | — | 74.71 | — | 61.14 | 66.36 | — | — | — | — | — | |
| COSMIC+HCLHCL=true2021.12 | 66.23 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMGCNmodalities=acoustic, visual, textual, setting=multimodal2021.07 | 66.22 | — | — | 42.34 | — | 78.67 | — | 61.73 | — | 69 | — | 74.33 | — | 62.32 | — | — | — | — | — | — | |
| MMGCN2025.11 | 66.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DialogCRN2021.12 | 66.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DialogueCRNYear=20212022.06 | 66.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DialogXLType=Conventional ERC2024.03 | 66.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoG-BARTbackbone=BART2021.12 | 66.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Cog-BARTBackbone=BART2022.10 | 66.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DialogueCRN2021.08 | 66.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DialogXLYear=20202022.06 | 65.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DialogXL+external_knowledge=true, features=roberta-large2023.06 | 65.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DialogXL2024.07 | 65.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TRMSM-AttYear=20202022.06 | 65.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DialogueGCN+HCLHCL=true2021.12 | 65.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TUCOREInput=Text, Embedding=Robe-Large2023.08 | 65.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| COSMICExternal Data Usage=Leverages structured external data, Feature Extractor=RoBERTa2021.08 | 65.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| COSMICHCL=false2021.12 | 65.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| COSMICYear=20202022.06 | 65.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| COSMIC2022.10 | 65.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| COMSMICInput=T+KG, Embedding=Robe-Large2023.08 | 65.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| COSMIC2025.11 | 65.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RGAT2021.12 | 65.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RGAT2021.12 | 65.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RGAT+P2021.08 | 65.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RGATexternal_knowledge=true, features=roberta-large2023.06 | 65.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RGATInput=Text, Embedding=Bert-Base2023.08 | 65.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |