Personalized Fill-In-The-Blank (P-FITB) on IQON
61.03Top-1/4 AccuracyCFALR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CFALRMethod Type=Ours2026.06 | 61.03 | 36.54 | 20.18 | |
| Qwen3.5-VL-35BMethod Type=VLM2026.06 | 56.53 | 26.61 | 11.94 | |
| Bundle-MLLMMethod Type=Bundle Rec2026.06 | 52.14 | 23.36 | 11.64 | |
| GPT-5.4-miniMethod Type=VLM2026.06 | 48.258 | 22.57 | 7.11 | |
| GPT-4Method Type=LLM2026.06 | 37.95 | 20.57 | 11.7 | |
| GP-BPRMethod Type=CF-based Rec2026.06 | 36.26 | 17.72 | 10.6 | |
| Qwen3-VL-8BMethod Type=VLM2026.06 | 33.09 | 14.6 | 6.23 | |
| CPTMMethod Type=CF-based Rec2026.06 | 30.02 | 14.84 | 9.4 | |
| LLMCBRMethod Type=Bundle Rec2026.06 | 28.25 | 14.37 | 9.2 | |
| Qwen2.5-VL-7BMethod Type=VLM2026.06 | 26.93 | 9.38 | 6.79 | |
| DGSRMethod Type=CF-based Rec2026.06 | 26.26 | 12.32 | 7.36 | |
| VicunaMethod Type=LLM2026.06 | 24.51 | 9.61 | 4.96 |