Personalized VLM Alignment on PCogAlignBench LS1->LS1 1.0
4.303P ScorePCogAlign (P) (MiniCPM-V)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PCogAlign (P) (MiniCPM-V)Backbone=MiniCPM-V-2_6, Method Variant=PCogAlign (P)2025.06 | 4.303 | 8,010 | |
| PCogAlign (P) (Qwen2.5-VL-7B)Backbone=Qwen2.5-VL-7B-Instruct, Method Variant=PCogAlign (P)2025.06 | 4.275 | 4,080 | |
| MiniCPM-V-2_6 (RAG)Backbone=MiniCPM-V-2_6, Method Variant=RAG2025.06 | 4.261 | 7,980 | |
| Qwen2.5-VL-7B-Instruct (RAG)Backbone=Qwen2.5-VL-7B-Instruct, Method Variant=RAG2025.06 | 4.242 | 3,810 | |
| Qwen2.5-VL-7B-Instruct (RS Prompt)Backbone=Qwen2.5-VL-7B-Instruct, Method Variant=RS Prompt2025.06 | 4.163 | 3,100 | |
| Qwen2.5-VL-7B-Instruct (Base)Backbone=Qwen2.5-VL-7B-Instruct, Method Variant=Base2025.06 | 4.126 | 0 | |
| PCogAlign (P) (Qwen2-VL-7B)Backbone=Qwen2-VL-7B-Instruct, Method Variant=PCogAlign (P)2025.06 | 4.07 | 4,750 | |
| MiniCPM-V-2_6 (RS Prompt)Backbone=MiniCPM-V-2_6, Method Variant=RS Prompt2025.06 | 4.055 | 6,070 | |
| Qwen2-VL-7B-Instruct (RAG)Backbone=Qwen2-VL-7B-Instruct, Method Variant=RAG2025.06 | 4.022 | 4,390 | |
| Qwen2-VL-7B-Instruct (RS Prompt)Backbone=Qwen2-VL-7B-Instruct, Method Variant=RS Prompt2025.06 | 3.989 | 4,410 | |
| PCogAlign (P) (Phi-3.5)Backbone=Phi-3.5-vision-instruct, Method Variant=PCogAlign (P)2025.06 | 3.797 | 6,730 | |
| Qwen2-VL-7B-Instruct (Base)Backbone=Qwen2-VL-7B-Instruct, Method Variant=Base2025.06 | 3.781 | 0 | |
| MiniCPM-V-2_6 (Base)Backbone=MiniCPM-V-2_6, Method Variant=Base2025.06 | 3.743 | 0 | |
| Phi-3.5-vision-instruct (RAG)Backbone=Phi-3.5-vision-instruct, Method Variant=RAG2025.06 | 3.73 | 6,540 | |
| Phi-3.5-vision-instruct (RS Prompt)Backbone=Phi-3.5-vision-instruct, Method Variant=RS Prompt2025.06 | 3.419 | 4,030 | |
| Phi-3.5-vision-instruct (Base)Backbone=Phi-3.5-vision-instruct, Method Variant=Base2025.06 | 3.268 | 0 |