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Enhancing learning through an adaptive web-based educational search framework integrating natural language processing and machine learning techniques

Published Online: 2025-10-01

Authors

Li, Jian
Funding

Funding for this research was provided by:

Research Project on Higher Education Teaching Reform in Heilongjiang Province (SJGYB2024786)
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Text and Data Mining valid from 2025-10-01

Version of Record valid from 2025-10-01
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Article History

Received: 5 February 2025

Accepted: 12 September 2025

First Online: 1 October 2025

Declarations

:

: This research has been approved by the Ethics Committee of “Harbin University”. All experiments were performed in accordance with relevant guidelines and regulations. My study adhered to the Declaration of Helsinki. This study obtained the informed consent of all subjects and/or their legal guardians.

: All authors have read and agreed to the published version of the manuscript.

: The authors declare no competing interests.

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