Don't Stop Pretraining: Adapt Language Models to Domains and Tasks

23 April 2020

Kyle Lo

Papers citing "Don't Stop Pretraining: Adapt Language Models to Domains and Tasks"

50 / 332 papers shown

Title
Achieving Tokenizer Flexibility in Language Models through Heuristic Adaptation and Supertoken Learning Shaurya Sharthak Vinayak Pahalwan Adithya Kamath Adarsh Shirawalmath CLL VLM 41 0 0 14 May 2025
Prediction-powered estimators for finite population statistics in highly imbalanced textual data: Public hate crime estimation Hannes Waldetoft Jakob Torgander Måns Magnusson 29 0 0 05 May 2025
Efficient Domain-adaptive Continual Pretraining for the Process Industry in the German Language Anastasia Zhukova Christian E. Matt Terry Ruas Bela Gipp CLL VLM 98 0 0 28 Apr 2025
Llama-3.1-FoundationAI-SecurityLLM-Base-8B Technical Report Paul Kassianik Baturay Saglam Alexander Chen Blaine Nelson Anu Vellore ... Hyrum Anderson Kojin Oshiba Omar Santos Yaron Singer Amin Karbasi PILM 61 0 0 28 Apr 2025
TRACE Back from the Future: A Probabilistic Reasoning Approach to Controllable Language Generation Gwen Yidou Weng Benjie Wang Guy Van den Broeck BDL 102 0 0 25 Apr 2025
Stabilizing Reasoning in Medical LLMs with Continued Pretraining and Reasoning Preference Optimization Wataru Kawakami Keita Suzuki Junichiro Iwasawa LRM 68 0 0 25 Apr 2025
CSPLADE: Learned Sparse Retrieval with Causal Language Models Zhichao Xu Aosong Feng Yijun Tian Haibo Ding Lin Leee Cheong RALM 40 0 0 15 Apr 2025
TiC-LM: A Web-Scale Benchmark for Time-Continual LLM Pretraining Jeffrey Li Mohammadreza Armandpour Iman Mirzadeh Sachin Mehta Vaishaal Shankar ... Samy Bengio Oncel Tuzel Mehrdad Farajtabar Hadi Pouransari Fartash Faghri CLL KELM 59 0 0 02 Apr 2025
OmniScience: A Domain-Specialized LLM for Scientific Reasoning and Discovery Vignesh Prabhakar Md Amirul Islam Adam Atanas Y. Wang J. N. Han ... Rucha Apte Robert Clark Kang Xu Zihan Wang Kai Liu LRM 80 1 0 22 Mar 2025
A Dataset for Analysing News Framing in Chinese Media Owen Cook Yida Mu Xinye Yang Xingyi Song Kalina Bontcheva 65 1 0 06 Mar 2025
Personalize Your LLM: Fake it then Align it Yijing Zhang Dyah Adila Changho Shin Frederic Sala 86 0 0 02 Mar 2025
NaijaNLP: A Survey of Nigerian Low-Resource Languages Isa Inuwa-Dutse 42 0 0 27 Feb 2025
A Survey of Model Architectures in Information Retrieval Zhichao Xu Fengran Mo Zhiqi Huang Crystina Zhang Puxuan Yu Bei Wang Jimmy J. Lin Vivek Srikumar KELM 3DV 48 2 0 21 Feb 2025
Evaluating Implicit Bias in Large Language Models by Attacking From a Psychometric Perspective Yuchen Wen Keping Bi Wei Chen J. Guo Xueqi Cheng 81 1 0 20 Feb 2025
Why does my medical AI look at pictures of birds? Exploring the efficacy of transfer learning across domain boundaries F. Jonske M. Kim Enrico Nasca J. Evers Johannes Haubold ... F. Nensa Michael Kamp C. Seibold Jan Egger Jens Kleesiek 79 1 0 17 Feb 2025
FinMTEB: Finance Massive Text Embedding Benchmark Yixuan Tang Yi Yang AIFin 63 0 0 16 Feb 2025
RideKE: Leveraging Low-Resource, User-Generated Twitter Content for Sentiment and Emotion Detection in Kenyan Code-Switched Dataset Naome A. Etori Maria L. Gini 76 2 0 10 Feb 2025
Detecting harassment and defamation in cyberbullying with emotion-adaptive training Peiling Yi A. Zubiaga Yunfei Long 78 0 0 28 Jan 2025
A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics Kai He Rui Mao Qika Lin Yucheng Ruan Xiang Lan Mengling Feng Erik Cambria LM&MA AILaw 93 153 0 28 Jan 2025
Speech Translation Refinement using Large Language Models Huaixia Dou Xinyu Tian Xinglin Lyu Jie Zhu Junhui Li Lifan Guo 116 0 0 28 Jan 2025
Addressing Bias in Generative AI: Challenges and Research Opportunities in Information Management Xiahua Wei Naveen Kumar Han Zhang 61 3 0 22 Jan 2025
News Without Borders: Domain Adaptation of Multilingual Sentence Embeddings for Cross-lingual News Recommendation Andreea Iana Fabian David Schmidt Goran Glavas Heiko Paulheim 63 3 0 20 Jan 2025
The Unmet Promise of Synthetic Training Images: Using Retrieved Real Images Performs Better Scott Geng Cheng-Yu Hsieh Vivek Ramanujan Matthew Wallingford Chun-Liang Li Pang Wei Koh Ranjay Krishna DiffM 60 6 0 03 Jan 2025
HoVLE: Unleashing the Power of Monolithic Vision-Language Models with Holistic Vision-Language Embedding Chenxin Tao Shiqian Su X. Zhu Chenyu Zhang Zhe Chen ... Wenhai Wang Lewei Lu Gao Huang Yu Qiao Jifeng Dai MLLM VLM 104 2 0 20 Dec 2024
A recent evaluation on the performance of LLMs on radiation oncology physics using questions of randomly shuffled options Peilong Wang J. Holmes Z. Liu Dequan Chen Tianming Liu Jiajian Shen W. Liu LRM ELM LM&MA 76 0 0 14 Dec 2024
CPRM: A LLM-based Continual Pre-training Framework for Relevance Modeling in Commercial Search Kaixin Wu Yixin Ji Z. Chen Qiang Wang Cunxiang Wang ... Jia Xu Zhongyi Liu Jinjie Gu Yuan Zhou Linjian Mo KELM CLL 92 0 0 02 Dec 2024
Efficient Alignment of Large Language Models via Data Sampling Amrit Khera Rajat Ghosh Debojyoti Dutta 33 1 0 15 Nov 2024
Gradient Localization Improves Lifelong Pretraining of Language Models Jared Fernandez Yonatan Bisk Emma Strubell KELM 31 1 0 07 Nov 2024
DELIFT: Data Efficient Language model Instruction Fine Tuning Ishika Agarwal Krishnateja Killamsetty Lucian Popa Marina Danilevksy ALM VLM 46 2 0 07 Nov 2024
Latent Paraphrasing: Perturbation on Layers Improves Knowledge Injection in Language Models Minki Kang Sung Ju Hwang Gibbeum Lee Jaewoong Cho KELM 32 0 0 01 Nov 2024
ZIP-FIT: Embedding-Free Data Selection via Compression-Based Alignment Elyas Obbad Iddah Mlauzi Brando Miranda Rylan Schaeffer Kamal Obbad Suhana Bedi Sanmi Koyejo CVBM 48 0 0 23 Oct 2024
SLM-Mod: Small Language Models Surpass LLMs at Content Moderation Xianyang Zhan Agam Goyal Yilun Chen Eshwar Chandrasekharan Koustuv Saha AI4MH 103 0 0 17 Oct 2024
REFINE on Scarce Data: Retrieval Enhancement through Fine-Tuning via Model Fusion of Embedding Models Ambuje Gupta Mrinal Rawat Andreas Stolcke Roberto Pieraccini RALM 19 1 0 16 Oct 2024
ELICIT: LLM Augmentation via External In-Context Capability Futing Wang Jianhao Yan Yue Zhang Tao Lin 39 0 0 12 Oct 2024
Extracting and Transferring Abilities For Building Multi-lingual Ability-enhanced Large Language Models Zhipeng Chen Liang Song K. Zhou Wayne Xin Zhao B. Wang Weipeng Chen Ji-Rong Wen 63 0 0 10 Oct 2024
From Tokens to Words: On the Inner Lexicon of LLMs Guy Kaplan Matanel Oren Yuval Reif Roy Schwartz 41 12 0 08 Oct 2024
DEPT: Decoupled Embeddings for Pre-training Language Models Alex Iacob Lorenzo Sani Meghdad Kurmanji William F. Shen Xinchi Qiu Dongqi Cai Yan Gao Nicholas D. Lane VLM 112 0 0 07 Oct 2024
Upsample or Upweight? Balanced Training on Heavily Imbalanced Datasets Tianjian Li Haoran Xu Weiting Tan Kenton Murray Daniel Khashabi 35 1 0 06 Oct 2024
Task-Adaptive Pretrained Language Models via Clustered-Importance Sampling David Grangier Simin Fan Skyler Seto Pierre Ablin 36 3 0 30 Sep 2024
Do We Need Domain-Specific Embedding Models? An Empirical Investigation Yixuan Tang Yi Yang AIFin 38 3 0 27 Sep 2024
MindGuard: Towards Accessible and Sitgma-free Mental Health First Aid via Edge LLM Sijie Ji Xinzhe Zheng Jiawei Sun Renqi Chen Wei Gao Mani Srivastava AI4MH 32 3 0 16 Sep 2024
Self-Masking Networks for Unsupervised Adaptation Alfonso Taboada Warmerdam Mathilde Caron Yuki M. Asano 39 1 0 11 Sep 2024
LUK: Empowering Log Understanding with Expert Knowledge from Large Language Models Lipeng Ma Weidong Yang Sihang Jiang Ben Fei Mingjie Zhou Shuhao Li Bo Xu Bo Xu Yanghua Xiao 51 0 0 03 Sep 2024
From Prediction to Application: Language Model-based Code Knowledge Tracing with Domain Adaptive Pre-Training and Automatic Feedback System with Pedagogical Prompting for Comprehensive Programming Education Unggi Lee Jiyeong Bae Yeonji Jung Minji Kang Gyuri Byun ... Sookbun Lee Jaekwon Park Taekyung Ahn Gunho Lee Hyeoncheol Kim AI4Ed KELM 26 1 0 31 Aug 2024
Diffusion Guided Language Modeling Justin Lovelace Varsha Kishore Yiwei Chen Kilian Q. Weinberger 36 6 0 08 Aug 2024
Automated Review Generation Method Based on Large Language Models Shican Wu Xiao Ma Dehui Luo Lulu Li Xiangcheng Shi ... Ran Luo Chunlei Pei Zhijian Zhao Zhi-Jian Zhao Jinlong Gong 69 0 0 30 Jul 2024
Towards Aligning Language Models with Textual Feedback Sauc Abadal Lloret S. Dhuliawala K. Murugesan Mrinmaya Sachan VLM 38 1 0 24 Jul 2024
CodeUpdateArena: Benchmarking Knowledge Editing on API Updates Zeyu Leo Liu Shrey Pandit Xi Ye Eunsol Choi Greg Durrett KELM ALM 66 4 0 08 Jul 2024
BadCLM: Backdoor Attack in Clinical Language Models for Electronic Health Records Weimin Lyu Zexin Bi Fusheng Wang Chao Chen 42 5 0 06 Jul 2024
Using LLMs to label medical papers according to the CIViC evidence model Markus Hisch Xing David Wang 31 0 0 05 Jul 2024