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#keyphrase-extraction

Leveraging Human Reading Behavior for Keyphrase Extraction: A Webcam-based Eye-tracking Corpus

arXiv cs.CL · 2026-08-12 Cached

This paper explores using lightweight webcam-based eye-tracking features to improve keyphrase extraction from Chinese academic abstracts, introducing the CLIS-ET corpus and showing that fixation features enhance KPE performance.

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#keyphrase-extraction

Utilizing Cognitive Signals Generated during Human Reading to Enhance Keyphrase Extraction from Microblogs

arXiv cs.CL · 2026-06-26 Cached

This paper investigates whether EEG signals can complement eye-tracking signals for automatic keyphrase extraction from microblogs. Using the ZuCo corpus, the authors show that cognitive signals, especially EEG, improve AKE performance across different models.

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Attention Expansion: Enhancing Keyphrase Extraction from Long Documents with Attention-Augmented Contextualized Embeddings

arXiv cs.CL · 2026-06-10 Cached

This paper proposes an attention expansion mechanism to enhance keyphrase extraction from long documents by augmenting PLM token representations with out-of-context information, achieving consistent improvements over state-of-the-art models without requiring full-document attention or expensive LLM inference.

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