v1v2v3 (latest)

Adapting Large Language Models via Reading Comprehension

18 September 2023

ArXiv (abs)PDF HTML HuggingFace (80 upvotes)Github (4002★)

Papers citing "Adapting Large Language Models via Reading Comprehension"

37 / 37 papers shown

Title
A Survey on Efficient Large Language Model Training: From Data-centric PerspectivesAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Junyu Luo Bohan Wu Xiao Luo Zhiping Xiao Yiqiao Jin ... Nan Yin Yifan Wang Jingyang Yuan Wei Ju Ming Zhang 132 4 0 29 Oct 2025
Tracing Multilingual Knowledge Acquisition Dynamics in Domain Adaptation: A Case Study of English-Japanese Biomedical Adaptation Xin Zhao Naoki Yoshinaga Yuma Tsuta Akiko Aizawa 100 0 0 14 Oct 2025
ADEPT: Continual Pretraining via Adaptive Expansion and Dynamic Decoupled Tuning Jinyang Zhang Yue Fang Hongxin Ding Weibin Liao Muyang Ye Xu Chu Junfeng Zhao Yasha Wang CLL 127 0 0 11 Oct 2025
LEAML: Label-Efficient Adaptation to Out-of-Distribution Visual Tasks for Multimodal Large Language Models Ci-Siang Lin Min-Hung Chen Yu-Yang Sheng Y. Wang VLM 124 0 0 03 Oct 2025
Integrated Framework for LLM Evaluation with Answer Generation Sujeong Lee Hayoung Lee Seongsoo Heo Wonik Choi 157 0 0 24 Sep 2025
KAHAN: Knowledge-Augmented Hierarchical Analysis and Narration for Financial Data Narration Yajing Yang Tony Deng Min-Yen Kan 100 0 0 21 Sep 2025
Multi-Model Synthetic Training for Mission-Critical Small Language Models Nolan Platt Pragyansmita Nayak SyDa 116 0 0 16 Sep 2025
CBP-Tuning: Efficient Local Customization for Black-box Large Language Models Jiaxuan Zhao Naibin Gu Yuchen Feng Xiyu Liu Peng Fu Zheng Lin Weiping Wang 88 0 0 15 Sep 2025
Topic Coverage-based Demonstration Retrieval for In-Context Learning Wonbin Kweon SeongKu Kang Runchu Tian Pengcheng Jiang Jiawei Han Hwanjo Yu 104 0 0 15 Sep 2025
Select to Know: An Internal-External Knowledge Self-Selection Framework for Domain-Specific Question Answering Bolei He Xinran He Run Shao Shanfu Shu Xianwei Xue Mingquan Cheng Haifeng Li Zhenhua Ling RALM LRM 241 1 0 21 Aug 2025
Memory Decoder: A Pretrained, Plug-and-Play Memory for Large Language Models Jiaqi Cao Jiarui Wang Rubin Wei Qipeng Guo Kai Chen Bowen Zhou Zhouhan Lin RALM CLL 162 2 0 13 Aug 2025
LLMs for Law: Evaluating Legal-Specific LLMs on Contract Understanding Amrita Singh H. Suhan Karaca Aditya Joshi Hye-young Paik Jiaojiao Jiang AILaw ELM 95 0 0 11 Aug 2025
RCP-Merging: Merging Long Chain-of-Thought Models with Domain-Specific Models by Considering Reasoning Capability as Prior Junyao Yang Jianwei Wang Huiping Zhuang Cen Chen Ziqian Zeng MoMe LRM 143 0 0 05 Aug 2025
LoRA-Leak: Membership Inference Attacks Against LoRA Fine-tuned Language Models Delong Ran Xinlei He Tianshuo Cong Anyu Wang Cunliang Kong Xiaoyun Wang MIALM PILM 245 2 1 24 Jul 2025
TRIDENT: Benchmarking LLM Safety in Finance, Medicine, and Law Zheng Hui Yijiang River Dong Ehsan Shareghi Nigel Collier AILaw ELM 221 2 0 22 Jul 2025
Training-free LLM Merging for Multi-task LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Zichuan Fu Xian Wu Y. X. R. Wang Wanyu Wang Shanshan Ye Hongzhi Yin Yi-Ju Chang Yefeng Zheng Xiangyu Zhao MoMe 180 1 0 14 Jun 2025
FinChain: A Symbolic Benchmark for Verifiable Chain-of-Thought Financial Reasoning Zhuohan Xie Daniil Orel Rushil Thareja Dhruv Sahnan Rushil Thareja ... Yuxia Wang Salem Lahlou Veselin Stoyanov Sophia Ananiadou Preslav Nakov LRM ReLM 237 4 0 03 Jun 2025
Entropy-Based Block Pruning for Efficient Large Language Models Liangwei Yang Yuhui Xu Juntao Tan Doyen Sahoo Siyang Song Caiming Xiong Han Wang Shelby Heinecke AAML 210 0 0 04 Apr 2025
Teaching LLMs How to Learn with Contextual Fine-TuningInternational Conference on Learning Representations (ICLR), 2025 Younwoo Choi Muhammad Adil Asif Ziwen Han John Willes Fahad Razak LRM 218 6 0 12 Mar 2025
Identity Lock: Locking API Fine-tuned LLMs With Identity-based Wake Words Hongyu Su Yifeng Gao Yifan Ding Jie Zhang 322 1 0 10 Mar 2025
Enhancing LLM Knowledge Learning through Generalization Mingkang Zhu Xi Chen Liang Luo Bei Yu Hengshuang Zhao Jiaya Jia 311 0 0 05 Mar 2025
Compressing Language Models for Specialized Domains Miles Williams G. Chrysostomou Vitor Jeronymo Nikolaos Aletras MQ 280 1 0 25 Feb 2025
OntoTune: Ontology-Driven Self-training for Aligning Large Language ModelsThe Web Conference (WWW), 2025 Zhiqiang Liu Chengtao Gan Junjie Wang Yanzhe Zhang Zhongpu Bo Mengshu Sun Ningyu Zhang Wen Zhang 396 6 0 08 Feb 2025
Domaino1s: Guiding LLM Reasoning for Explainable Answers in High-Stakes DomainsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Xu Chu Zhijie Tan Hanlin Xue Guanyu Wang Tong Mo Weiping Li LRM ELM 261 6 0 24 Jan 2025
Adversarial Negotiation Dynamics in Generative Language Models Arinbjörn Kolbeinsson Benedikt Kolbeinsson AAML ELM 258 1 0 03 Jan 2025
On Domain-Adaptive Post-Training for Multimodal Large Language Models Daixuan Cheng Shaohan Huang Ziyu Zhu Xintong Zhang Wayne Xin Zhao Zhongzhi Luan Bo Dai Zhenliang Zhang VLM 419 6 0 29 Nov 2024
Fine-Tuning and Evaluating Open-Source Large Language Models for the Army Domain Daniel C. Ruiz John Sell 148 4 0 27 Oct 2024
Exploring Language Model Generalization in Low-Resource Extractive QAInternational Conference on Computational Linguistics (COLING), 2024 Saptarshi Sengupta Wenpeng Yin Preslav Nakov Shreya Ghosh Suhang Wang 261 5 0 27 Sep 2024
Towards Democratizing Multilingual Large Language Models For Medicine Through A Two-Stage Instruction Fine-tuning Approach Meng Zhou Surajsinh Parmar Anubhav Bhatti LM&MA 159 0 0 09 Sep 2024
An Investigation of Warning Erroneous Chat Translations in Cross-lingual CommunicationInternational Joint Conference on Natural Language Processing (IJCNLP), 2024 Yunmeng Li Jun Suzuki Makoto Morishita Kaori Abe Kentaro Inui 233 26 0 28 Aug 2024
CIPHER: Cybersecurity Intelligent Penetration-testing Helper for Ethical ResearcherItalian National Conference on Sensors (INS), 2024 Derry Pratama Naufal Suryanto Andro Aprila Adiputra Thi-Thu-Huong Le Ahmada Yusril Kadiptya Muhammad Iqbal Howon Kim 198 18 0 21 Aug 2024
Task Oriented In-Domain Data Augmentation Xiao Liang Xinyu Hu Simiao Zuo Yeyun Gong Qiang Lou Yi Liu Shao-Lun Huang Jian Jiao 185 8 0 24 Jun 2024
Self-Tuning: Instructing LLMs to Effectively Acquire New Knowledge through Self-TeachingAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Xiaoying Zhang Baolin Peng Ye Tian Jingyan Zhou Yipeng Zhang Haitao Mi Helen Meng CLL KELM 432 12 0 10 Jun 2024
Scaling Laws for Discriminative Classification in Large Language Models Dean Wyatte Fatemeh Tahmasbi Ming Li Thomas Markovich 223 2 0 24 May 2024
Your Finetuned Large Language Model is Already a Powerful Out-of-distribution Detector Andi Zhang Tim Z. Xiao Weiyang Liu Kushagra Pandey Damon J. Wischik OODD 342 10 0 07 Apr 2024
Arcee's MergeKit: A Toolkit for Merging Large Language Models Charles Goddard Shamane Siriwardhana Malikeh Ehghaghi Luke Meyers Vladimir Karpukhin Brian Benedict Mark McQuade Jacob Solawetz MoMe KELM 675 164 0 20 Mar 2024
HuatuoGPT-II, One-stage Training for Medical Adaption of LLMs Junying Chen Xidong Wang Anningzhe Gao Feng Jiang Shunian Chen ... Chuyi Kong Jianquan Li Xiang Wan Haizhou Li Benyou Wang LM&MA 206 106 0 16 Nov 2023