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Chinese Academy of Sciences
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DocFormFlow boosts document formatting accuracy while slashing token consumption, revealing that target localization is the key to success.
ChartArena reveals that even top proprietary models struggle with diagrammatic structures, exposing critical gaps in current chart parsing capabilities.
Overthinking in LLMs can be slashed by monitoring the entropy of reasoning steps, allowing for dynamic termination of Chain-of-Thought without sacrificing accuracy.