Emotion Recognition on MELD
64.34UACCVowelPrompt
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VowelPromptInput=Transcript & Context, LLM=GPT-4o, Evaluation Protocol=Zero-Shot2026.02 | 64.34 | — | 64.17 | |
| VowelPromptInput=Transcript, LLM=GPT-4o, Evaluation Protocol=Zero-Shot2026.02 | 63.61 | — | 61.76 | |
| Zero-Shot BaselineInput=Transcript & Context, LLM=GPT-4o, Evaluation Protocol=Zero-Shot2026.02 | 62.76 | — | 63.57 | |
| Zero-Shot BaselineInput=Transcript, LLM=GPT-4o, Evaluation Protocol=Zero-Shot2026.02 | 61.15 | — | 60.92 | |
| SpeechCueLLMInput=Transcript & Context, LLM=GPT-4o, Evaluation Protocol=Zero-Shot2026.02 | 56.74 | — | 57.9 | |
| SpeechCueLLMInput=Transcript, LLM=GPT-4o, Evaluation Protocol=Zero-Shot2026.02 | 52.44 | — | 53.59 | |
| VowelPromptInput=Transcript, LLM=LLaMA-3-8B-Instruct, Evaluation Protocol=Zero-Shot2026.02 | 49.21 | — | 49.99 | |
| Zero-Shot BaselineInput=Transcript, LLM=LLaMA-3-8B-Instruct, Evaluation Protocol=Zero-Shot2026.02 | 47.55 | — | 48.74 | |
| VowelPromptInput=Transcript & Context, LLM=LLaMA-3-8B-Instruct, Evaluation Protocol=Zero-Shot2026.02 | 46.45 | — | 46.26 | |
| SpeechCueLLMInput=Transcript, LLM=LLaMA-3-8B-Instruct, Evaluation Protocol=Zero-Shot2026.02 | 44.41 | — | 44.62 | |
| SpeechCueLLMInput=Transcript & Context, LLM=LLaMA-3-8B-Instruct, Evaluation Protocol=Zero-Shot2026.02 | 43.49 | — | 42.59 | |
| Zero-Shot BaselineInput=Transcript & Context, LLM=LLaMA-3-8B-Instruct, Evaluation Protocol=Zero-Shot2026.02 | 42.3 | — | 42.09 | |
| CFN-ESAModality=T, A, V2024.07 | — | 66.7 | — | |
| ELR-GNNModality=T, A, V2024.07 | — | 69.9 | — | |
| GS-MCCModality=T, A, V2024.07 | — | 69 | — | |
| Mamba-like ModelModality=T, A, V2024.07 | — | 67.6 | — | |
| MPT-HCLModality=T, A, V2024.07 | — | 65.02 | — | |
| SDTModality=T, A, V2024.07 | — | 66.6 | — | |
| SpeechCueLLMModality=T, A2024.07 | — | 67.6 | — | |
| TELMEModality=T, A, V2024.07 | — | 67.37 | — |