Author

Zhengyu Ying

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Conference Open access Sep 2026

Attention as Selection: Semantic-Guided Time Series Forecasting

This work defines cross-modal attention as a selection process, where semantic prompts are employed to induce a sparse temporal attribution distribution over temporal positions and employs low-entropy regularization alongside global cross-modal consistency constraints to regulate the selection behavior.

Xue-Yun Luo, Qiang Lu, Sangui Jian et al. · Proceedings of the Thirty-Fi... · 0 citations

#artificial intelligence Open access May 2023

Evaluating the Performance of Large Language Models on GAOKAO Benchmark

GAOKAO-Bench is introduced, an intuitive benchmark that employs questions from the Chinese GAOKAO examination as test samples, including both subjective and objective questions that contribute a robust evaluation benchmark for future large language models and offers valuable insights into the advantages and limitations of such models.

Xiaotian Zhang, Chun-yan Li, Yi Zong et al. · arXiv.org · 216 citations · ⚡17