Link Prediction on History
91.76AUCS2Aligner
Evaluation Results
| Method | Links | |
|---|---|---|
| S2AlignerSetting=Zero-shot2026.05 | 91.76 | |
| GraphCLIPSetting=Zero-shot2026.05 | 89 | |
| ZeroGSetting=Zero-shot2026.05 | 83.61 | |
| GraphMAESetting=Zero-shot2026.05 | 76.54 | |
| SBERTSetting=Zero-shot2026.05 | 70.66 | |
| ADAlignerSetting=Zero-shot2026.05 | 70.45 | |
| OFASetting=Zero-shot2026.05 | 63.97 | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=Mistral-7B-v0.32026.06 | 61.1 | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=Qwen3-8B2026.06 | 60.5 | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=LLaMA-3.1-8B2026.06 | 59.8 | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=Vicuna-7B-v1.52026.06 | 58.7 | |
| TEA-GLMZero-shot=true, Cross-task=true2026.06 | 57.9 | |
| Vicuna-7B-ITZero-shot=true, Cross-task=true2026.06 | 55.2 | |
| Vicuna-7B-v1.5Zero-shot=true, Cross-task=true2026.06 | 52.3 | |
| GraphGPTZero-shot=true, Cross-task=true2026.06 | 51 | |
| GraphCLIPZero-shot=true, Cross-task=true2026.06 | 49.9 | |
| LLaGAZero-shot=true, Cross-task=true2026.06 | 44.6 | |
| OFAZero-shot=true, Cross-task=true2026.06 | 44.1 | |
| ZeroGZero-shot=true, Cross-task=true2026.06 | 43.7 |