Tag
KARMA proposes a knowledge graph-based approach to generate slot-aligned contrastive candidates and uses Slot-Parallel Alignment (SPA) to apply preference optimization at the entity-slot level, addressing the Resolution Mismatch Problem in LLM reasoning supervision.