multi-output

#multi-output

DUALVIEW: Leveraging Broad and Output-Specific Evidence for LLM-based Multi-Output Text Regression

arXiv cs.CL ↗ · 2026-10-15 Cached

论文提出DualView，一种利用冻结LLM提取广泛与输出特定表示、通过双分支架构联合预测多个数值目标的参数高效多输出文本回归方法，在五个任务、八个LLM上超越七个监督基线，且训练参数量减少82–1842倍。

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#multi-output

Uncertainty Quantification of Engineering Structures by Polynomial Chaos Expansion and Multivariate Active Learning

arXiv cs.LG ↗ · 2026-06-17 Cached

This paper presents a generalized adaptive sequential sampling method for constructing polynomial chaos expansion surrogate models to improve uncertainty quantification in multi-output engineering structures, balancing variance contribution and spatial exploration.

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multi-output

DUALVIEW: Leveraging Broad and Output-Specific Evidence for LLM-based Multi-Output Text Regression

Uncertainty Quantification of Engineering Structures by Polynomial Chaos Expansion and Multivariate Active Learning

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