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TriEx introduces a tri-view game-based framework that aligns self-reasoning, opponent belief states, and oracle audits to make multi-agent LLM decisions auditable and reveal mismatches between stated rationales and actual behavior.
STRIDE-ED is a strategy-grounded reasoning framework for empathetic dialogue systems that uses structured multi-stage reasoning combined with a data refinement pipeline and two-stage training (supervised fine-tuning + multi-objective RL) to improve emotional understanding and response generation. The framework demonstrates consistent improvements across open-source LLMs on both automatic metrics and human evaluations.