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Author

Haokai Gao

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Aug 2026

Mitigating unreliable syntactic dependencies in aspect-based sentiment analysis via sentiment-aware graph anomaly detection and mix convolution.

A sentiment-aware graph anomaly detection framework that integrates graph anomaly detection with a sentiment consistency evaluation mechanism to eliminate misleading dependencies and preserve key sentiment information from the original graph and can be seamlessly incorporated into other graph-based ABSA models to enhance performance and robustness.

Jiawen Wang, Zhaojian Cui, Yu-Bing Li et al. · 0 citations
Open access Jul 2026

SPARK-KT: Illuminating Student Cognition through Stepwise Prerequisite-Aware Reasoning in Knowledge Tracing

SPARK-KT (Stepwise Prerequisite-Aware Reasoning for Knowledge Tracing) is introduced, a framework that reconceptualizes knowledge tracing through the lens of cognitive dependency structures and improves predictive accuracy while providing fine-grained interpretability.

Xuantao Yang, Haokai Gao, Zhaojian Cui et al. · 0 citations

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