一作ACL 2026Poster· Natural Language Processing
I ns L ogic B ench: An Argumentation Logic Grounded Benchmark for Complex Insurance Claims Adjudication
Jin Liu · Yunpeng Liu · Keyi Wang · Jie Shi · Xiao Xu · Wenkang Huang · Xingzhong Xu · Xin Liang · Yanghua Xiao
摘要
Insurance claims adjudication demands not only accurate decisions but also interpretable reasoning grounded in policy clauses. However, existing benchmarks are limited to information retrieval or simple multiple-choice setups, which fail to require step-by-step inferences from facts to conclusion...