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Lili Xiao

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Book Open access Oct 2026

Lost in Translation, Found in Summary: Summary-Driven Supervision for Cross-Language Code Retrieval

Cross-language code retrieval (CLCR) is critical to modern software development, and recent studies have shown that contrastive learning is an effective way to learn cross-language code semantics. However, these methods are still limited by two fundamental challenges. First, they rely on online judge platforms or multi...

Zhi-Jie Liu, Yi-Si Liu, Lin-Xi Jiang et al. · 0 citations
Aug 2026

HAFT: Hierarchical Audio-Enhanced Fusion Transformer for Efficient Multimodal Sentiment Analysis

HAFT routes audio–visual interaction through bottleneck tokens with adaptive depth-wise gating before integrating text, jointly reducing attention cost and counteracting modality bias; the Cascaded Audio Feature Enhancement (CAFE) framework strengthens prosodic representations via multi-scale time–frequency extraction;...

Qing Dong, Ting Lu, Xiujin Shi et al. · 0 citations

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