Yinxin Wan
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126
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2026
Behavioral Consistency and Transparency Analysis on Large Language Model API Gateways
The paper introduces GateScope, a black-box framework that audits commercial LLM API gateways, revealing frequent discrepancies in model behavior, billing, and performance across real-world services.
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Papers
cs.CRcs.AIcs.NIRecentApr 22, 2026
Behavioral Consistency and Transparency Analysis on Large Language Model API Gateways
Guanjie Lin, Yinxin Wan, Shichao Pei, Ting Xu +2 more
The paper introduces GateScope, a black-box framework that audits commercial LLM API gateways, revealing frequent discrepancies in model behavior, billing, and performance across real-world services.
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