Knowledge Conflict Resolution on KID-Bench v2
97.6Performance (Difficulty A)RAG
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RAGKnowledge internalization strategy=doc in context2026.04 | 97.6 | 74 | 71.9 | 65.6 | 63.8 | |
| Conflict-AwareKnowledge internalization strategy=internalized into weights2026.04 | 97.1 | 64 | 78.1 | 83.6 | 71 | |
| D2L BaselineKnowledge internalization strategy=internalized into weights2026.04 | 96.7 | 68 | 57.8 | 55.7 | 46.4 | |
| SLBKnowledge internalization strategy=internalized into weights, Adaptation parameters=25%/1.75×2026.04 | 95.5 | 68 | 75 | 73.8 | 60.9 |