IF-CRITIC is a fine-grained LLM critic using checklist generation and constraint-level preference optimization that outperforms strong baselines like o4-mini in instruction-following evaluation while enabling lower-cost model optimization.
If the restaurant is a sushi restaurant, the suggested movie genre should be animated films
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IF-CRITIC: Towards a Fine-Grained LLM Critic for Instruction-Following Evaluation
IF-CRITIC is a fine-grained LLM critic using checklist generation and constraint-level preference optimization that outperforms strong baselines like o4-mini in instruction-following evaluation while enabling lower-cost model optimization.