Emotional Intelligence Evaluation on EIBench Basic 1.0 (test)
69.68Happy Score (LLaMA-3)CFSA
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| CFSAPrompting Strategy=User Question & CoT, Backbone=LLaVA-NEXT (34B)2025.04 | 69.68 | 68.72 | 61.08 | 61.14 | 68.39 | 69.46 | 72.63 | 70.31 | 68.81 | 68.04 | |
| LLaVA-NEXT (7B)Prompting Strategy=User Question & Caption2025.04 | 64.32 | 61 | 48.6 | 46.74 | 58.75 | 53 | 62.99 | 59.39 | 58.8 | 54.97 | |
| Claude-3-haikuType=Closed-source2025.04 | 59.2 | 60.28 | 49.87 | 49.84 | 67.21 | 63.26 | 67.55 | 68.1 | 63.24 | 62.41 | |
| LLaVA-1.5 (13B)Prompting Strategy=User Question2025.04 | 59.01 | 57.52 | 45.44 | 41.88 | 55.16 | 48.64 | 57.46 | 58.73 | 54.37 | 52.2 | |
| LLaVA-NEXT (13B)Prompting Strategy=User Question2025.04 | 57.17 | 55.18 | 43.16 | 37.93 | 54.16 | 45.42 | 59.38 | 55.29 | 54.33 | 48.79 | |
| Video-LLaVAPrompting Strategy=User Question & Caption2025.04 | 56.77 | 58.79 | 43.65 | 43.86 | 54.25 | 55.12 | 55.35 | 59.42 | 52.63 | 54.85 | |
| Video-LLaVAPrompting Strategy=User Question2025.04 | 55.55 | 53.28 | 40.42 | 36.97 | 50.62 | 45.25 | 51.78 | 52.23 | 49.26 | 47.06 | |
| MiniGPT-v2Prompting Strategy=User Question & Caption2025.04 | 55.11 | 60.04 | 47.95 | 51 | 62.29 | 64.24 | 51.55 | 57.9 | 54.05 | 58.37 | |
| LLaVA-NEXT (34B)Prompting Strategy=User Question2025.04 | 54.5 | 51.03 | 38.96 | 35.65 | 51.1 | 47.21 | 51.77 | 52.04 | 49.03 | 47.13 | |
| LLaVA-NEXT (7B)Prompting Strategy=User Question2025.04 | 54.16 | 49.24 | 43.71 | 39.87 | 53.29 | 46.52 | 58.9 | 53.06 | 53.82 | 48.18 | |
| ChatGPT-4oType=Closed-source2025.04 | 52.94 | 50.78 | 42.12 | 35.33 | 49.79 | 46.42 | 53.48 | 54.53 | 49.99 | 47.93 | |
| MiniGPT-v2Prompting Strategy=User Question2025.04 | 52.78 | 51.8 | 47.1 | 47.76 | 60.47 | 58.14 | 50.78 | 53.66 | 52.89 | 53.59 | |
| LLaMA-3 (8B)Prompting Strategy=User Question & Caption, Modality=Text Only2025.04 | 52.36 | 50.73 | 34.78 | 32.71 | 52.29 | 46.87 | 43.62 | 42.06 | 44.73 | 41.94 | |
| ChatGPT-4VType=Closed-source2025.04 | 52.3 | 55.74 | 48.93 | 48.57 | 45 | 44.42 | 46.38 | 49.9 | 46.86 | 48.58 | |
| OtterPrompting Strategy=User Question2025.04 | 45.63 | 49.25 | 42.53 | 43.07 | 47.67 | 46.19 | 39.47 | 48.3 | 42.81 | 46.64 | |
| Claude-3-sonnetType=Closed-source2025.04 | 44.58 | 44.45 | 38.95 | 42.86 | 55.98 | 54.4 | 61.41 | 62.24 | 54.1 | 54.89 | |
| Qwen-VL-ChatPrompting Strategy=User Question & Caption2025.04 | 41.94 | 46.34 | 32.71 | 31.91 | 41.82 | 44.16 | 38.65 | 43.84 | 38.47 | 41.54 | |
| Qwen-VL-ChatPrompting Strategy=User Question2025.04 | 32.09 | 39.68 | 22.32 | 26.1 | 30.64 | 33.88 | 25.02 | 36.32 | 26.45 | 33.65 | |
| Qwen-vl-plusType=Closed-source2025.04 | 29.05 | 27.22 | 23.58 | 17.89 | 38.35 | 30.08 | 30.09 | 26.87 | 31 | 25.9 |