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cross-attention 1goal-conditioned reinforcement learning 1navigation tasks 1representation refinement 1state-conditioned embeddings 1

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20242026
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cs.CL2026

An Industrial-Scale Insurance LLM Achieving Verifiable Domain Mastery and Hallucination Control without Competence Trade-offs

Qian Zhu, Xinnan Guo, Jingjing Huo +5

Adapting Large Language Models (LLMs) to high-stakes vertical domains like insurance presents a significant challenge: scenarios demand strict adherence to complex regulations and…