Binh Minh Binh Nguyen

Prof. Binh Minh Binh Nguyen


Research Focus & Metrics

Academic Career Length

2Years (2025-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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2 January 2025 in Future Internet
Verified
Journal Article
Open access
PDF file
XDXiaozheng Du
Xiaozheng Du
SHShijing Hu
Shijing Hu
FZFENG ZHOU
FENG ZHOU
CWCheng Wang
Cheng Wang
BNBinh Minh Binh Nguyen
Binh Minh Binh Nguyen
With the rapid development of prominent models, NL2SQL has made many breakthroughs, but customers still hope that the accuracy of NL2SQL can be continuously improved through optimization. The method based on large models has brought revolutionary changes to NL2SQL. This paper innovatively proposes a new NL2SQL method based on a large language model (LLM), which could be adapted to an edge-cloud computing platform. First, natural language is converted into Python language, and then SQL is generated through Python. At the same time, considering the traceability characteristics of financial industry regulatory requirements, this paper uses the open-source big model DeepSeek. After testing on the BIRD dataset, compared with most NL2SQL models based on large language models, EX is at least 2.73% higher than the original method, F1 is at least 3.72 higher than the original method, and VES is 6.34% higher than the original method. Through this innovative algorithm, the accuracy of NL2SQL in the financial industry is greatly improved, which can provide business personnel with a robust database access mode.

5 June 2025
Verified
Book Chapter
Closed access
PDF file
HNHuy Hai Nguyen
Huy Hai Nguyen
VPViet-Bang Pham
Viet-Bang Pham
LHLam Hoang
Lam Hoang
BNBinh Minh Binh Nguyen
Binh Minh Binh Nguyen