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One Turn Too Late: Response-Aware Defense Against Hidden Malicious Intent in Multi-Turn Dialogue
A response-aware monitor trained to intervene at the first harm-enabling turn while preserving benign exploratory dialogue.
Xinjie Shen 沈鑫杰, Rongzhe Wei, Peizhi Niu, Haoyu Wang, Ruihan Wu, Eli Chien, Bo Li, Pin-Yu Chen, Pan Li
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How Far Are VLMs from Privacy Awareness in the Physical World?
An interactive audiovisual benchmark showing that current VLMs struggle to turn privacy cues into situated behavior.
Junran Wang, Xinjie Shen 沈鑫杰, Zehao Jin, Pan Li
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Exploring ℓ0 Sparsification for Inference-free Sparse Retrievers
With increasing demands for efficiency, information retrieval has developed a branch of sparse retrieval, further advancing towards …
Xinjie Shen 沈鑫杰
PDF Code DOI
Exploring ℓ0 Sparsification for Inference-free Sparse Retrievers
FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model
Propose an explainable stock earning framework via news factor analyzing model. Formalizing news into semantic graph and learn embedding of it as a more expressible factor. Stock earning foresting and explainable earning module are built via aggregating and utilizing news factor and numeric stock factor, achieving SOTA performance on A-stock dataset. A detailed report will be generated with the power of LLM.
Xinjie Shen 沈鑫杰
PDF Code DOI
FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model