Sequential-insert knowledge insertion on CrossCult-KIBench 1.0 (test)
85.57Final Relational ROUGE-LMCKI
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MCKIBase Model=InternVL3.5-8B2026.05 | 85.57 | 8.98 | 28.61 | 6.26 | 83.44 | 9.18 | 65.87 | 8.14 | |
| IKEBase Model=InternVL3.5-8B2026.05 | 75.44 | 8.49 | 27.44 | 6.46 | 28.87 | 5.99 | 43.92 | 6.98 | |
| MSCKEBase Model=InternVL3.5-8B2026.05 | 66.08 | 8.8 | 23.48 | 6.37 | 56.28 | 6.96 | 48.61 | 7.38 | |
| MSCKEBase Model=Qwen3.5-9B2026.05 | 62.1 | 8.54 | 28.32 | 6.49 | 42.77 | 6.18 | 44.4 | 7.07 | |
| MCKIBase Model=Qwen3.5-9B2026.05 | 59.83 | 8.38 | 30.07 | 7.19 | 73.68 | 8.89 | 54.53 | 8.15 | |
| SERACBase Model=InternVL3.5-8B2026.05 | 46.62 | 7.24 | 23.92 | 6.01 | 25.37 | 4.84 | 31.97 | 6.03 | |
| SERACBase Model=Qwen3.5-9B2026.05 | 36.23 | 6.04 | 19.09 | 5.02 | 14.23 | 4.14 | 23.18 | 5.07 | |
| IKEBase Model=Qwen3.5-9B2026.05 | 13.85 | 2.22 | 7.01 | 1.87 | 78.98 | 8.64 | 33.28 | 4.24 | |
| Base ModelBase Model=InternVL3.5-8B2026.05 | 13.55 | 4.49 | 13.53 | 4.48 | 100 | 9.89 | 42.36 | 6.29 | |
| Base ModelBase Model=Qwen3.5-9B2026.05 | 12.1 | 4.44 | 12.07 | 4.43 | 100 | 10 | 41.39 | 6.29 | |
| FineTuneBase Model=InternVL3.5-8B2026.05 | 6.8 | 0.9 | 1.85 | 0.6 | 0.26 | 0.12 | 2.97 | 0.54 | |
| MENDBase Model=Qwen3.5-9B2026.05 | 4.07 | 0.77 | 3.91 | 0.86 | 4.17 | 1.26 | 4.05 | 0.96 | |
| MENDBase Model=InternVL3.5-8B2026.05 | 2.42 | 0.74 | 2.36 | 0.74 | 3.19 | 0.93 | 2.66 | 0.8 | |
| FineTuneBase Model=Qwen3.5-9B2026.05 | 2.37 | 0.44 | 1 | 0.32 | 0.28 | 0.1 | 1.22 | 0.29 |