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cs.CL2026
Document-Level Numerical Reasoning across Single and Multiple Tables in Financial Reports
Yi-Cheng Wang, Wei-An Wang, Chu-Song Chen
Despite the strong language understanding abilities of large language models (LLMs), they still struggle with reliable question answering (QA) over long, structured documents, part…
cs.CL2026
Align-GRAG: Anchor and Rationale Guided Dual Alignment for Graph Retrieval-Augmented Generation
Derong Xu, Pengyue Jia, Xiaopeng Li +9
Despite the strong abilities, large language models (LLMs) still suffer from hallucinations and reliance on outdated knowledge, raising concerns in knowledge-intensive tasks. Graph…