Search Results for author: Wen-Yu Hua

Found 5 papers, 0 papers with code

Improving Relevance Quality in Product Search using High-Precision Query-Product Semantic Similarity

no code implementations ECNLP (ACL) 2022 Alireza Bagheri Garakani, Fan Yang, Wen-Yu Hua, Yetian Chen, Michinari Momma, Jingyuan Deng, Yan Gao, Yi Sun

Ensuring relevance quality in product search is a critical task as it impacts the customer’s ability to find intended products in the short-term as well as the general perception and trust of the e-commerce system in the long term.

Re-Ranking Semantic Similarity +1

Iterated Piecewise Affine (IPA) Approximation for Language Modeling

no code implementations21 Jun 2023 Davood Shamsi, Wen-Yu Hua, Brian Williams

In this work, we demonstrate the application of a first-order Taylor expansion to approximate a generic function $F: R^{n \times m} \to R^{n \times m}$ and utilize it in language modeling.

Language Modelling

LACoS-BLOOM: Low-rank Adaptation with Contrastive objective on 8 bits Siamese-BLOOM

no code implementations10 May 2023 Wen-Yu Hua, Brian Williams, Davood Shamsi

Third, we apply a Siamese architecture on BLOOM model with a contrastive objective to ease the multi-lingual labeled data scarcity.

Language Modelling Large Language Model +5

Equivalence of Kernel Machine Regression and Kernel Distance Covariance for Multidimensional Trait Association Studies

no code implementations11 Feb 2014 Wen-Yu Hua, Debashis Ghosh

Our contributions are three-fold: (1) establishing the equivalence between KMR and KDC; (2) showing that the principles of kernel machine regression can be applied to the interpretation of KDC; (3) the development of a broader class of KDC statistics, that the members are the quantities of different kernels.

regression

Modeling Clutter Perception using Parametric Proto-object Partitioning

no code implementations NeurIPS 2013 Chen-Ping Yu, Wen-Yu Hua, Dimitris Samaras, Greg Zelinsky

Visual clutter, the perception of an image as being crowded and disordered, affects aspects of our lives ranging from object detection to aesthetics, yet relatively little effort has been made to model this important and ubiquitous percept.

Object object-detection +3

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