Emotion Cognition and Reasoning on HitEmotion ECR level 1.0 (test)
35.94EERLLaVA-NeXT-Video-7B
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LLaVA-NeXT-Video-7BCategory=Open Source2026.02 | 35.94 | 46.8 | 43.1 | 13.05 | 46.36 | 18.42 | |
| HumanOmni-7BCategory=Open Source2026.02 | 38.85 | 47.93 | 28.4 | 13.19 | 49.4 | 16.43 | |
| R1-Omni-0.5BCategory=Open Source2026.02 | 39.67 | 43.73 | 43 | 16.13 | 53 | 19.93 | |
| MiniCPM-V-2.6-8BCategory=Open Source2026.02 | 39.68 | 33.93 | 50.4 | 16.44 | 51.4 | 21.83 | |
| Qwen2.5-VL-7BCategory=Open Source2026.02 | 40.62 | 50.53 | 48.2 | 15.07 | 49 | 14.64 | |
| Emotion-LLaMA-7BCategory=Open Source2026.02 | 42.81 | 49.53 | 53 | 19.28 | 52.6 | 19.02 | |
| AffectGPT-7BCategory=Open Source2026.02 | 43.75 | 46.27 | 50.4 | 10.81 | 52.73 | 15.12 | |
| VideoLLaMA3-7BCategory=Open Source2026.02 | 45.31 | 31.29 | 39.56 | 13.09 | 37.56 | 13.16 | |
| LLaVA-One-Vision-7BCategory=Open Source2026.02 | 46.88 | 47.4 | 44.6 | 10.83 | 45.2 | 16.22 | |
| InternVL3-8BCategory=Open Source2026.02 | 50 | 47 | 46.4 | 16.41 | 51.4 | 17.61 | |
| InternVL3-38BCategory=Open Source2026.02 | 50.31 | 50.67 | 51.4 | 19.28 | 55.8 | 25.73 | |
| Qwen2.5-Omni-7BCategory=Open Source2026.02 | 51.25 | 48.67 | 49.2 | 13.83 | 53.4 | 17.76 | |
| Qwen2.5-VL-32BCategory=Open Source2026.02 | 54.69 | 53.4 | 53.4 | 19.6 | 55.6 | 23.79 | |
| GPT-4oCategory=Closed Source, prompting_strategy=Zero-shot2026.02 | 57.81 | 54.13 | 55.83 | 20.93 | 56.6 | 25.77 | |
| Gemini-2.5-FlashCategory=Closed Source, prompting_strategy=Zero-shot2026.02 | 58.33 | 54.47 | 58.2 | 27.11 | 61.49 | 28.02 | |
| GPT-4oCategory=Closed Source, prompting_strategy=ToM prompt2026.02 | 60 | 64.33 | 66 | 22.48 | 64.8 | 42.29 | |
| TMPOCategory=Ours, training_protocol=SFT2026.02 | 60.1 | 62.36 | 59.75 | 26.33 | 59.92 | 40.5 | |
| GPT-4.1Category=Closed Source, prompting_strategy=Zero-shot2026.02 | 60.31 | 57.67 | 61.04 | 26.86 | 66.2 | 36.73 | |
| Gemini-2.5-FlashCategory=Closed Source, prompting_strategy=ToM prompt2026.02 | 64.13 | 63.93 | 66.6 | 31.43 | 64.1 | 45.22 | |
| GPT-4.1Category=Closed Source, prompting_strategy=ToM prompt2026.02 | 65.86 | 69 | 71.79 | 28.11 | 68.67 | 47.75 | |
| Gemini-2.5-ProCategory=Closed Source, prompting_strategy=Zero-shot2026.02 | 66.13 | 65.13 | 59.23 | 33.33 | 66.61 | 41.22 | |
| Gemini-2.5-ProCategory=Closed Source, prompting_strategy=ToM prompt2026.02 | 71.94 | 70.27 | 68.2 | 37.7 | 69 | 52.78 | |
| TMPOCategory=Ours, training_protocol=GRPO2026.02 | 73.13 | 72.27 | 72.45 | 39.34 | 70.13 | 54.16 |