LLM Fine-Tuning

LLM: Large Language Model

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42 papers in the last four weeks, up 83% on the four weeks before. 0.4% of all new papers.

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  1. AyurParam: A State-of-the-Art Bilingual Language Model for Ayurveda

    Nov 4, 2025Sravan Gorugantu, Mohd Nauman, Vijay Devane +7Medical LLMsHealthcare

    BharatGen Team

  2. LuxIT: A Luxembourgish Instruction Tuning Dataset from Monolingual Seed Data

    Oct 28, 2025Julian Valline, Cedric Lothritz, Siwen Guo +1LLM Fine-TuningSynthetic Data Generation

    Luxembourg Institute of Science and Technology 5 Av. des Hauts-Fourneaux L-4362 Esch-sur-Alzette

  3. Data Provenance Auditing of Fine-Tuned Large Language Models with a Text-Preserving Technique

    Oct 7, 2025Yanming Li, Cédric Eichler, Nicolas Anciaux +3Data ProvenanceDataset Watermarking

    PETSCRAFT · Petscraft, Inria, Palaiseau, France · INSA CVL, Bourges, France +6

  4. Uncovering the Computational Ingredients of Human-Like Representations in LLMs

    Oct 1, 2025Zach Studdiford, Timothy T. Rogers, Kushin Mukherjee +1LLM EvaluationLLM Fine-Tuning

    University of Wisconsin–Madison · Stanford University

  5. Evolution Strategies at Scale: LLM Fine-Tuning Beyond Reinforcement Learning

    Sep 29, 2025Xin Qiu, Yulu Gan, Conor F. Hayes +6Fine-TuningEvolutionary Optimization

    Cognizant AI Lab, San Francisco, CA, USA · Massachusetts Institute of Technology, Cambridge, MA, USA · University of California, Los Angeles, Los Angeles, CA, USA +1

  6. Scale or Reason? A Compute-Equivalent Analysis of Reasoning Distillation

    Sep 26, 2025Nicolas Boizard, Hippolyte Gisserot-Boukhlef, Kevin El Haddad +2CoT DistillationLLM Fine-Tuning

    1Diabolocom · 5MICS, CentraleSupélec, Université Paris-Saclay · 2Artefact Research Center +2

  7. EyeMulator: Improving Code Language Models by Mimicking Human Visual Attention

    Aug 22, 2025Yifan Zhang, Chen Huang, Yueke Zhang +5Code TranslationLLM Fine-Tuning

    Vanderbilt University1 · National University of Singapore2 · University of Notre Dame3

  8. Dataset Construction for Training LLM to Learn Analog Circuit Knowledge

    Aug 14, 2025Zihao Chen, Ji Zhuang, Jinyi Shen +11Language Model PretrainingKnowledge Augmentation for Language Models

    Fudan University, Shanghai, China

  9. FlexP-SFT: A Flexible Aggregation-Free Framework for On-Device Personalized Split Federated Fine-Tuning of LLMs

    Aug 14, 2025Jiaxiang Geng, Tianjun Yuan, Pengchao Han +3Communication-Efficient Distributed TrainingLLM Fine-Tuning

    Duke Kunshan University, Suzhou, China · Guangdong University of Technology, Guangzhou, China · Jade Bird Fire (JBF), China +1

  10. PLoRA: Efficient Concurrent LoRA Training for Large Language Models

    Aug 4, 2025Minghao Yan, Zhuang Wang, Zhen Jia +2LLM Fine-TuningEfficient Language Model Training

    University of Wisconsin-Madison · Amazon Web Services

  11. Using Large Language Models for Legal Decision-Making in Austrian Value-Added Tax Law: A Comparative Study

    Jul 11, 2025Marina Luketina, Andrea Benkel, Christoph G. SchuetzAI-Assisted Decision MakingLegal Reasoning

    University of Applied Sciences Upper Austria – Campus Steyr, Wehrgrabengasse 1–3, Steyr, 4400, Austria · Johannes Kepler University Linz, Altenberger Str. 69, Linz, 4040, Austria

  12. Learning Composable Chains-of-Thought

    May 28, 2025Fangcong Yin, Zeyu Leo Liu, Liu Leqi +2LLM Fine-TuningCoT Reasoning

    The University of Texas at Austin · Princeton University

  13. APE: Selective Fine-tuning with Acceptance Criteria for Language Model Adaptation

    May 26, 2025Javier MarínLLM Fine-TuningSelective Fine-Tuning

  14. RECAST: Expanding the Boundaries of LLMs' Complex Instruction Following with Multi-Constraint Data

    May 25, 2025Zhengkang Guo, Wenhao Liu, Mingchen Xie +13LLM Fine-TuningSynthetic Data Generation

    College of Computer Science and Artificial Intelligence, Fudan University · Xiaohongshu Inc.

  15. Watch your steps: Dormant Adversarial Behaviors that Activate upon LLM Finetuning

    May 22, 2025Thibaud Gloaguen, Mark Vero, Robin Staab +1LLM Backdoor AttacksBackdoor Attacks

    ETH Zurich

  16. Batch Augmentation with Unimodal Fine-tuning for Multimodal Fusion of Large Language Models

    May 10, 2025H M Dipu Kabir, Subrota Kumar Mondal, Mohammad Ali MoniMultimodal FusionMultimodal Classification

    AI and Cyber Futures Institute, Charles Sturt University, Australia · Rural Health Research Institute, Charles Sturt University, Australia · School of Computer Science and Engineering, Macau University of Science and Technology, Macao

  17. Evaluating the Scalability and Adversarial Generalization of GRPO-Trained NLI Models

    Apr 25, 2025Pablo Miralles-González, Javier Huertas-Tato, Alejandro Martín +1LLM Fine-TuningRL for Language Model Reasoning

    Department of Computer Systems, Technical University of Madrid, Madrid, Spain · United Arab Emirates University, Al Ain, United Arab Emirates

  18. Towards Harnessing the Collaborative Power of Large and Small Models for Domain Tasks

    Apr 24, 2025Yang Liu, Kejia Zhang, Bingjie Yan +11Privacy-Preserving Language ModelsLLM Fine-Tuning

    The Hong Kong Polytechnic University, China · Institute for AI Industry Research, Tsinghua University, China · Institute for AI Industry Research, Tsinghua University, China and Shanghai Jiao Tong University, China +3

  19. Boosting Large Language Models with Mask Fine-Tuning

    Mar 27, 2025Mingyuan Zhang, Yue Bai, Huan Wang +4LLM Fine-Tuning

    College of Engineering, Northeastern University · Khoury College of Computer Science, Northeastern University

  20. Distributionally Robust Reinforcement Learning with Human Feedback

    Mar 1, 2025Debmalya Mandal, Paulius Sasnauskas, Goran RadanovicDirect Preference OptimizationLLM Fine-Tuning

    Dept. of Computer Science University of Warwick, UK · Department of Computing Science University of Alberta, Edmonton, Canada · Max-Planck Institute for Software Systems, Germany

  21. LIFT: A Novel Framework for Enhancing Long-Context Understanding of LLMs via Long Input Fine-Tuning

    Feb 20, 2025Yansheng Mao, Yufei Xu, Jiaqi Li +5Long-Context QALLM Fine-Tuning

    Institute for Artificial Intelligence, Peking University · School of Electronics Engineering and Computer Science, Peking University · State Key Laboratory of General Artificial Intelligence, BIGAI

  22. Tuning Language Models by Mixture-of-Depths Ensemble

    Oct 16, 2024Haoyan Luo, Lucia SpeciaLLM Fine-TuningLanguage Model Ensembles

    University of Cambridge · Imperial College London

  23. Mitigating Memorization In Language Models

    Oct 3, 2024Mansi Sakarvadia, Aswathy Ajith, Arham Khan +6Memorization in Language ModelsLLM Fine-Tuning

    University of Chicago · Argonne National Laboratory · Lawrence Berkeley National Laboratory +3

  24. Vikhr: The Family of Open-Source Instruction-Tuned Large Language Models for Russian

    May 22, 2024Aleksandr Nikolich, Konstantin Korolev, Sergei Bratchikov +2Language Model PretrainingMultilingual Language Models

    ITMO University · HSE University · Vikhr +2

  25. Amortizing intractable inference in large language models

    Oct 6, 2023Edward J. Hu, Moksh Jain, Eric Elmoznino +4Amortized InferenceLLM Fine-Tuning

    Mila – Quebec AI Institute, Universit´e de Montr´eal · University of Oxford

  26. Aligning Language Models with Observational Data: Opportunities and Risks from a Causal Perspective

    Date pendingErfan LoghmaniLLM AlignmentLLM Fine-Tuning

    Foster School of Business University of Washington Seattle, WA 98195

  27. On The Effectiveness-Fluency Trade-Off In LLM Conditioning: A Systematic Study

    Date pendingIuri Macocco, Pau Rodríguez, Arno Blaas +3LLM Fine-TuningActivation Steering

    Universitat Pompeu Fabra · Apple · Universitat Pompeu Fabra / ICREA

  28. A Factorial Study of Synthetic Data Generation for Low-Resource Machine Translation using Grammar Books

    Date pendingVarun Ghat Ravikumar, Sina Ahmadi, Lena Jäger +1LLM Fine-TuningSynthetic Data Generation

    Department of Informatics, University of Zurich · Department of Computational Linguistics, University of Zurich

  29. SalamandraTA at WMT 2026 Terminology Shared Task: Hard Examples Are Better Teachers

    Date pendingXixian Liao, Maite MeleroHard Negative MiningLLM Fine-Tuning

    Barcelona Supercomputer Center