Entity Alignment on In-house heterogeneous knowledge graphs entity-pair (eval)
90.2AccuracyDRSD + Human Review
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DRSD + Human Reviewmode=fine-tuned from SLM with routing uncertain predictions to human review, correction_percentage=13.3%2026.06 | 90.2 | 84.63 | 98.24 | 90.93 | |
| DRSDmode=fine-tuned from SLM, student_backbone=hcx-srch1-8B, teacher_model=openai/gpt-oss-120b2026.06 | 87.42 | 81.26 | 97.28 | 88.55 | |
| PIEembedding_model=BAAI/bge-m3, classifier=two-layer MLP2026.06 | 86.08 | 84.38 | 88.56 | 86.42 | |
| LLMmode=prompt-only2026.06 | 79.76 | 74.33 | 90.92 | 81.79 | |
| SLMmode=prompt-only, backbone=hcx-srch1-8B2026.06 | 74.18 | 77.37 | 68.36 | 72.58 |