الباحثون

Jinghua Piao

المنشورات 2

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VETTA: Coordinating Turn- and Token-Level Credit Assignment for Multi-Turn LLM Agents

Jiaju Chen, Min Yang, Jinghua Piao وآخرون · 2026

Multi-turn LLM agents often receive sparse task feedback across several interactions, while generating each response token by token. This creates two related credit-assignment questions: which responses helped achieve the outcome, and which generation decisions mattered within each response? Existing methods typically …

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EnterpriseBench: Benchmarking LLM Agents on Enterprise-Level Strategic Reasoning and Decision-Making

Min Yang, Yichen Pan, Jinghua Piao وآخرون · 2026

LLM agents are increasingly expected to support enterprise workflows, where tasks often involve missing information, uncertainty, feedback, and long-term trade-offs. However, existing enterprise and financial benchmarks mainly test static capabilities such as information extraction, numerical calculation, domain knowle …

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