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Le-Shen Sui

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Open access Sep 2026

FinGraph-MAR: A Graph Retrieval-Augmented Multi-Agent Framework for Intelligent Financial Back-Office Automation and SaaS Revenue Management

The increasing complexity of financial back-office operations and SaaS revenue management has created significant challenges for intelligent automation, particularly in transaction processing, billing verification, revenue recognition, compliance monitoring, and operational decision-making. Existing robotic process aut...

Ya-Dan Shi, Le-Shen Sui, Xing-Yu Liu · 0 citations
Open access Sep 2026

INTENT-PRESERVING FEEDBACK-GROUNDED LARGE LANGUAGE MODEL QUERY EXPANSION TECHNIQUES

Large language models can broaden query semantics but may introduce unsupported concepts and semantic drift when expanding short or ambiguous queries. To control this problem, this paper develops a feedback-grounded and intent-preserving query expansion method. The query encoder represents the original query, while top...

Le-Shen Sui · 0 citations

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