Author

Junyang Chen

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Review Oct 2026

Data and Knowledge Dual-Driven Text Embedding Approaches: A Survey

Text embedding has emerged as a pivotal technique in natural language processing, facilitating the effective understanding and processing of textual information by machines. With the continuous advancement of data-driven methods like large language models (LLMs), text embeddings have become richer and of higher quality...

Xiao-Yin Chen, Jia-Qing Zhan, Jia-Yi Lin et al. · IEEE Transactions on Knowled... · 0 citations

Jul 2026

Bridging the Structural Gap: Adapting Autoregressive Generation for Recommendation

BARGE is proposed, which employs Item Context-Aware Attention (ICA) to restore item-level structure during encoding, and Hierarchical Path Reranking (HPR) together with Dual-Path Decoding (DPD) to suppress semantic drift from two complementary angles during decoding.

Junchao Zeng, Junzhang Zhu, Junyang Chen et al. · arXiv.org · 1 citation