Audio Understanding on LLaSO-Eval
50Accuracy (CremaD Emotion)FlexiSLM-7B
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| FlexiSLM-7BFR=5.02026.06 | 50 | 48 | 79 | 61 | 89.5 | 77 | 50 | 75 | 99 | 63.4 | |
| FlexiSLM-7BFR=12.52026.06 | 49 | 50 | 81 | 64 | 91 | 84 | 52 | 74.5 | 100 | 65.8 | |
| FlexiSLM-7BFR=8.02026.06 | 49 | 49 | 80 | 61 | 90 | 82 | 53 | 74.5 | 100 | 64.7 | |
| FlexiSLM-7BFR=4.02026.06 | 48 | 49 | 79 | 64 | 88.5 | 79 | 55 | 75.5 | 99 | 64.1 | |
| FlexiSLM-7BFR=6.252026.06 | 47 | 49 | 81 | 60 | 91 | 81 | 52 | 73.5 | 99 | 64 | |
| Kimi-Audio-7BFR=12.52026.06 | 32 | 55 | 19 | 38 | 83.5 | 38 | 26 | 66 | 98 | 46.8 | |
| Qwen2-Audio-7BFR=502026.06 | 31 | 25 | 3 | 20 | 85 | 36 | 60 | 65 | 95 | 47 | |
| LLaSO-3BFR=502026.06 | 27 | 24 | 75 | 54 | 74 | 57 | 46 | 76.5 | 99 | 58.3 | |
| Qwen2.5-Omni-7BFR=252026.06 | 24 | 35 | 10 | 29 | 93 | 43 | 51 | 78 | 98 | 48.6 | |
| Gemini 2.5-Pro2026.06 | 8 | 17 | 38 | 47 | 79 | 41 | 36 | 75 | 94 | 48.3 | |
| GLM4-Voice-9BFR=12.52026.06 | 5 | 17 | 2 | 12 | 24 | 23 | 0 | 17 | 19 | 13.2 |