Item-to-item retrieval on E-commerce dataset (test)
8.44H@1TGQ-Former
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TGQ-FormerBase Model=Chinese-CLIP-ViT-B/16 + Qwen3-Embedding-0.6B, Connector=TGQ-Former2026.05 | 8.44 | 22.18 | 31.62 | 42.93 | 58.58 | 69.13 | |
| NoteLLM-2Base Model=Chinese-CLIP-ViT-B/16 + Qwen3-Embedding-0.6B, Connector=NoteLLM-22026.05 | 8.19 | 21.54 | 29.83 | 39.6 | 54.36 | 65.19 | |
| TGQ-FormerBase Model=Chinese-CLIP-ViT-B/16 + Baichuan2-7B-Chat, Connector=TGQ-Former2026.05 | 8.18 | 21.34 | 29.4 | 39.36 | 54.07 | 64.57 | |
| TGQ-FormerBase Model=Chinese-CLIP-ViT-B/16 + Qwen3-1.7B, Connector=TGQ-Former2026.05 | 8.13 | 20.53 | 28.34 | 38.05 | 52.36 | 63.2 | |
| NoteLLM-2Base Model=Chinese-CLIP-ViT-B/16 + Baichuan2-7B-Chat, Connector=NoteLLM-22026.05 | 8.07 | 20.95 | 29.16 | 39.04 | 53.55 | 64.19 | |
| Perceiver-ResamplerBase Model=Chinese-CLIP-ViT-B/16 + Qwen3-Embedding-0.6B, Connector=Perceiver-Resampler2026.05 | 8.04 | 21.58 | 29.36 | 39.23 | 53.22 | 63.97 | |
| Perceiver-ResamplerBase Model=Chinese-CLIP-ViT-B/16 + Qwen3-1.7B, Connector=Perceiver-Resampler2026.05 | 7.92 | 20.59 | 28.39 | 37.43 | 51.46 | 62.1 | |
| NoteLLM-2Base Model=Chinese-CLIP-ViT-B/16 + Qwen3-1.7B, Connector=NoteLLM-22026.05 | 7.91 | 20.45 | 28.06 | 37.73 | 52.1 | 62.92 | |
| Perceiver-ResamplerBase Model=Chinese-CLIP-ViT-B/16 + Baichuan2-7B-Chat, Connector=Perceiver-Resampler2026.05 | 7.87 | 20.26 | 27.89 | 37.37 | 51.77 | 62.46 | |
| LLaVA:linearBase Model=Chinese-CLIP-ViT-B/16 + Qwen3-Embedding-0.6B, Connector=LLaVA:linear2026.05 | 7.86 | 20.16 | 27.73 | 37.18 | 51.08 | 62.11 | |
| LLaVA1.5:MLPBase Model=Chinese-CLIP-ViT-B/16 + Qwen3-Embedding-0.6B, Connector=LLaVA1.5:MLP2026.05 | 7.8 | 20.09 | 27.6 | 37.01 | 51.27 | 61.81 | |
| LLaVA:linearBase Model=Chinese-CLIP-ViT-B/16 + Qwen3-1.7B, Connector=LLaVA:linear2026.05 | 7.77 | 20.38 | 27.99 | 37.33 | 51.17 | 62.17 | |
| LLaVA1.5:MLPBase Model=Chinese-CLIP-ViT-B/16 + Qwen3-1.7B, Connector=LLaVA1.5:MLP2026.05 | 7.68 | 20.22 | 28.02 | 37.46 | 51.63 | 62.29 | |
| LLaVA:linearBase Model=Chinese-CLIP-ViT-B/16 + Baichuan2-7B-Chat, Connector=LLaVA:linear2026.05 | 7.53 | 19.64 | 27.14 | 36.51 | 50.77 | 61.68 | |
| LLaVA1.5:MLPBase Model=Chinese-CLIP-ViT-B/16 + Baichuan2-7B-Chat, Connector=LLaVA1.5:MLP2026.05 | 7.53 | 19.89 | 27.41 | 36.55 | 50.93 | 61.91 | |
| UniECSBase Model=Chinese-CLIP-ViT-B/16 + Baichuan2-7B-Chat, Connector=UniECS2026.05 | 7.5 | 19.87 | 27.84 | 37.83 | 52.64 | 63.85 | |
| UniECSBase Model=Chinese-CLIP-ViT-B/16 + Qwen3-1.7B, Connector=UniECS2026.05 | 6.84 | 17.85 | 24.87 | 34.02 | 48.49 | 59.77 | |
| UniECSBase Model=Chinese-CLIP-ViT-B/16 + Qwen3-Embedding-0.6B, Connector=UniECS2026.05 | 6.6 | 17.85 | 25.07 | 34.3 | 48.95 | 60.76 | |
| EM3Base Model=Chinese-CLIP-ViT-B/16 + Qwen3-Embedding-0.6B, Connector=EM32026.05 | 5.2 | 13.48 | 19.74 | 28.13 | 42.58 | 55.63 | |
| EM3Base Model=Chinese-CLIP-ViT-B/16 + Baichuan2-7B-Chat, Connector=EM32026.05 | 4.4 | 12.42 | 18.41 | 26.8 | 41.48 | 54.57 | |
| EM3Base Model=Chinese-CLIP-ViT-B/16 + Qwen3-1.7B, Connector=EM32026.05 | 3.83 | 11.06 | 16.12 | 23.35 | 36.93 | 49.87 |