Preprint Open access
InsClaimBench: Benchmarking Insurance Claim Adjudication Across the Decision Chain
Recent advances in reasoning-oriented large language models (LLMs) have motivated increasing evaluation of their ability to perform professional decision tasks. Insurance claim adjudication is one such task, requiring models to connect case evidence, insurance rules, intermediate judgments, and payout calculations acro …