Xinyi Yan

Xinyi Yan

PhD candidate working on academic document understanding, keyphrase extraction, and cognition-informed NLP.

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publications

Utilizing cognitive signals generated during human reading to enhance keyphrase extraction from microblogs

Published in Information Processing & Management, 61(2), 103614, 2024

Integrates eye-tracking and EEG features with neural keyphrase extraction models for microblog text.

Recommended citation: Yan, X., Zhang, Y., & Zhang, C. (2024). Utilizing cognitive signals generated during human reading to enhance keyphrase extraction from microblogs. Information Processing & Management, 61(2), 103614.
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Enhancing Keyword Extraction from Academic Articles Using Highlights

Published in Proceedings of the Association for Information Science and Technology, 61(1), 1147-1149, 2024

Examines article highlights as an additional evidence source for unsupervised keyword extraction.

Recommended citation: Yi, X., Xinyi, Y., & Zhang, C. (2024). Enhancing Keyword Extraction from Academic Articles Using Highlights. Proceedings of the Association for Information Science and Technology, 61(1), 1147-1149.
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Building a Multimodal Dataset of Academic Paper for Keyword Extraction

Published in Proceedings of the Association for Information Science and Technology, 61(1), 435-446, 2024

Introduces a multimodal academic-paper dataset combining document text with image- and audio-derived text for keyword extraction.

Recommended citation: Zhang, J., Yan, X., Xiang, Y., Zhang, Y., & Zhang, C. (2024). Building a Multimodal Dataset of Academic Paper for Keyword Extraction. Proceedings of the Association for Information Science and Technology, 61(1), 435-446.
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