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Automated citation generation solves the normalization pain point of academic research

2025-08-21 238

Intelligent Safeguard Mechanisms for Research Compliance

Open Researcher's citation system uses machine learning to automatically recognize metadata in web pages, including key information such as author, release date, and publication source. For academic web pages, it can intelligently match BibTeX fields; for news content, it generates APA-formatted citations containing access dates. Tests show that the completeness of its citation information reaches 921 TP3T, far exceeding the accuracy of 781 TP3T manually organized.

The system has more than 300 built-in citation style templates, and users can switch between MLA/Chicago and other formats with a single click. In terms of technical implementation, the function combines CSS selectors to locate web page metadata, NLP to identify implicit timestamps, and a rule engine to verify required fields. Typical cases show that when users analyze 10 articles about neural networks, the system can automatically output a uniformly formatted reference list while generating abstracts, compressing the documentation time from 3 hours to 15 minutes.

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