The Trade-offs of Domain Adaptation for Neural Language Models

21 September 2021

Papers citing "The Trade-offs of Domain Adaptation for Neural Language Models"

13 / 13 papers shown

Title
Transferable text data distillation by trajectory matching Rong Yao Hailin Hu Yifei Fu Hanting Chen Wenyi Fang Fanyi Du Kai Han Yunhe Wang 28 0 0 14 Apr 2025
Defining and Evaluating Decision and Composite Risk in Language Models Applied to Natural Language Inference Ke Shen Mayank Kejriwal 42 0 0 04 Aug 2024
DALLMi: Domain Adaption for LLM-based Multi-label Classifier Miruna Betianu Abele Malan Marco Aldinucci Robert Birke Lydia Y. Chen 38 5 0 03 May 2024
A Formalism and Approach for Improving Robustness of Large Language Models Using Risk-Adjusted Confidence Scores Ke Shen Mayank Kejriwal 14 2 0 05 Oct 2023
Domain Adaptation for Arabic Machine Translation: The Case of Financial Texts Emad A. Alghamdi Jezia Zakraoui Fares A. Abanmy 29 1 0 22 Sep 2023
Epi-Curriculum: Episodic Curriculum Learning for Low-Resource Domain Adaptation in Neural Machine Translation Keyu Chen Zhuang Di Mingchen Li J. M. Chang 22 3 0 06 Sep 2023
In-Context Demonstration Selection with Cross Entropy Difference Dan Iter Reid Pryzant Ruochen Xu Shuohang Wang Yang Liu Yichong Xu Chenguang Zhu 23 11 0 24 May 2023
Can LMs Generalize to Future Data? An Empirical Analysis on Text Summarization C. Cheang Hou Pong Chan Derek F. Wong Xuebo Liu Zhao Li Yanming Sun Shudong Liu Lidia S. Chao 197 6 0 03 May 2023
On the Domain Adaptation and Generalization of Pretrained Language Models: A Survey Xu Guo Han Yu LM&MA VLM 28 29 0 06 Nov 2022
Influence Functions for Sequence Tagging Models Sarthak Jain Varun Manjunatha Byron C. Wallace A. Nenkova TDI 35 8 0 25 Oct 2022
Generalizing through Forgetting -- Domain Generalization for Symptom Event Extraction in Clinical Notes Sitong Zhou K. Lybarger Meliha Yetisgen-Yildiz Mari Ostendorf 37 2 0 20 Sep 2022
Domain Adaptation and Multi-Domain Adaptation for Neural Machine Translation: A Survey Danielle Saunders AI4CE 25 85 0 14 Apr 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 264 4,489 0 23 Jan 2020