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cs.CL2026
Not All Tokens Are Equal: Inflation-Aware Routing for Agentic LLM Systems
Heming Fu, Shan Lin, Qianqian Xie +1
When a language model fails to answer a query on the first attempt, an agentic system retries, consuming additional tokens each time. This retry overhead creates a gap between what…
cs.CL2025
MultiFinBen: Benchmarking Large Language Models for Multilingual and Multimodal Financial Application
Xueqing Peng, Lingfei Qian, Yan Wang +44
Real-world financial analysis involves information across multiple languages and modalities, from reports and news to scanned filings and meeting recordings. Yet most existing eval…