Computation and Language · Computer Science
Word Matters: What Influences Domain Adaptation in Summarization?
Yinghao Li, Siyu Miao, Heyan Huang, Yang Gao
2024-06-24
Machine Learning · Statistics
Feature-Level Domain Adaptation
Wouter M. Kouw, Jesse H. Krijthe, Marco Loog, Laurens J. P. van der Maaten
2016-10-21
Computation and Language · Computer Science
Similarity-Based Domain Adaptation with LLMs
Jie He, Wendi Zhou, Xiang Lorraine Li, Jeff Z. Pan
2025-03-10
Machine Learning · Statistics
Invariant Models for Causal Transfer Learning
Mateo Rojas-Carulla, Bernhard Schölkopf, Richard Turner, Jonas Peters
2018-09-25
Machine Learning · Computer Science
Transfer of Machine Learning Fairness across Domains
Candice Schumann, Xuezhi Wang, Alex Beutel, Jilin Chen +2
2019-11-18
Machine Learning · Computer Science
A novel transfer learning method based on common space mapping and weighted domain matching
Ru-Ze Liang, Wei Xie, Weizhi Li, Hongqi Wang +2
2016-08-17
Machine Learning · Computer Science
On Learning Invariant Representation for Domain Adaptation
Han Zhao, Remi Tachet des Combes, Kun Zhang, Geoffrey J. Gordon
2019-05-31
Computation and Language · Computer Science
Investigating Continual Pretraining in Large Language Models: Insights and Implications
Çağatay Yıldız, Nishaanth Kanna Ravichandran, Nitin Sharma, Matthias Bethge +1
2025-02-13
Machine Learning · Computer Science
A Theory of Label Propagation for Subpopulation Shift
Tianle Cai, Ruiqi Gao, Jason D. Lee, Qi Lei
2021-07-21
Computation and Language · Computer Science
Leveraging Domain Knowledge at Inference Time for LLM Translation: Retrieval versus Generation
Bryan Li, Jiaming Luo, Eleftheria Briakou, Colin Cherry
2025-03-10
Computation and Language · Computer Science
Adaptive Machine Translation with Large Language Models
Yasmin Moslem, Rejwanul Haque, John D. Kelleher, Andy Way
2023-05-10
Computation and Language · Computer Science
AdaptEval: Evaluating Large Language Models on Domain Adaptation for Text Summarization
Anum Afzal, Ribin Chalumattu, Florian Matthes, Laura Mascarell
2024-10-14
Computation and Language · Computer Science
Adapting a Language Model While Preserving its General Knowledge
Zixuan Ke, Yijia Shao, Haowei Lin, Hu Xu +2
2023-01-24
Machine Learning · Computer Science
Explicit Domain Adaptation with Loosely Coupled Samples
Oliver Scheel, Loren Schwarz, Nassir Navab, Federico Tombari
2020-04-28
Computer Vision and Pattern Recognition · Computer Science
Domain Adaptive Transfer Learning with Specialist Models
Jiquan Ngiam, Daiyi Peng, Vijay Vasudevan, Simon Kornblith +2
2018-12-13