Recommendation on Movie PKG
23.8PrecisionTREK-LM
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TREK-LMSetting=Federated, Backbone=Qwen3-4B2026.02 | 23.8 | 25.1 | 24.4 | 28.4 | 28 | 29 | 29 | |
| TREK-LMSetting=Centralized, Backbone=Qwen3-4B2026.02 | 14.9 | 30.1 | 19.9 | 24.7 | 19.2 | 29.9 | 32.1 | |
| TREK-LMSetting=Centralized +Syn, Backbone=Qwen3-4B2026.02 | 12.2 | 24 | 16.2 | 20.9 | 17.7 | 23.8 | 25.5 | |
| TREK-LMSetting=Federated +Syn, Backbone=Qwen3-4B2026.02 | 9 | 24.7 | 13.2 | 21.8 | 18.3 | 25.4 | 27 | |
| KBGATSetting=Centralized2026.02 | 2.8 | 22.9 | 4.9 | 18 | 15 | 18.2 | 22.9 | |
| TREK-LMSetting=Local-only, Backbone=Qwen3-4B2026.02 | 1.5 | 6.8 | 2.5 | 6.9 | 5.6 | 8.1 | 8.1 | |
| TREK-LMSetting=Local-only +Syn, Backbone=Qwen3-4B2026.02 | 1.5 | 6.8 | 2.5 | 6.9 | 5.6 | 8.1 | 8.1 | |
| HAKESetting=Centralized2026.02 | 0.8 | 8 | 1.5 | 3.8 | 1.3 | 3.2 | 8 | |
| KBGATSetting=Federated2026.02 | 0.2 | 1.7 | 0.3 | 0.8 | 0.2 | 0.7 | 1.7 | |
| HAKESetting=Federated2026.02 | 0.2 | 2.2 | 0.4 | 0.9 | 0 | 0.6 | 2.2 | |
| FedKGRecSetting=Federated2026.02 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |