Sarcasm Understanding on WITS
44.7ROUGE-1MuVaC
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MuVaC2026.01 | 44.7 | 41.1 | 39.4 | 79.3 | |
| Qwen 2.5 VLFine-tuned=true2026.01 | 24.7 | 26 | 23.2 | 77.9 | |
| Qwen 2.5Fine-tuned=false2026.01 | 23.9 | 23.3 | 19.2 | 75.9 | |
| Qwen 2.5 VLFine-tuned=false2026.01 | 21.8 | 20.7 | 18.5 | 74 | |
| Llama 3.1Fine-tuned=false2026.01 | 20.5 | 18.8 | 18.3 | 72.9 | |
| MiniCPM-V 2.6Fine-tuned=false2026.01 | 20.4 | 17.9 | 18.8 | 71.8 | |
| Kimi VLFine-tuned=false2026.01 | 20.1 | 16.8 | 18 | 70.5 |