Large Language Model Fine-Tuning

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Low-Rank AdaptationFinetuningLarge Language Model AdaptationSupervised Fine-TuningParameter-Efficient Fine-TuningLow-Rank Adaptation AdaptersContinual Fine-Tuning

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Period ending 2026-09-21

1 new paper

A weekly snapshot of new work published in Large Language Model Fine-Tuning.

Period ending 2026-09-14

3 new papers

A weekly snapshot of new work published in Large Language Model Fine-Tuning.

Period ending 2026-09-07

2 new papers

A weekly snapshot of new work published in Large Language Model Fine-Tuning.

138 papers

Latest in Large Language Model Fine-Tuning

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  1. ReMova: Fine-tuning LLMs for English to Belarusian translation

    Sep 14, 2026Mikita Pilinka, Aliaksandr Kliujeŭ, David Samuel +1Neural Machine Translation ModelsLarge Language Model Fine-Tuning

  2. Privacy-Preserving Split Learning for Federated LLM Fine-Tuning

    Sep 9, 2026Heng Jin, Chaoyu Zhang, Hexuan Yu +2Federated LearningLarge Language Model Fine-Tuning

  3. Aplaud: Adaptive Personalized Low-Rank Decomposition for User-Specific LLM

    Sep 7, 2026Xinyu Li, Ruoming Jin, Jianfeng Zhu +2PersonalizationLarge Language Model Fine-Tuning

  4. ECGQuest: Benchmarking and Fine-Tuning Language Models for Electrocardiography

    Aug 31, 2026Mohammadsina Hassannia, Matthew A. Reyna, Reza SameniPediatric-Adult Electrocardiogram AlignmentElectronic Health Record Foundation Models

  5. Textual Acoustic Grounding for Generalizable LLM-Based Deepfake Voice Detection

    Aug 31, 2026Yassine El Kheir, Xin Wang, Wanqing Ge +3Audio Deepfake DetectionAudio Encoders

  6. Hidden Threat in Synthetic Data: Covert Targeted Bias Injection through Benign Text

    Aug 31, 2026Minkyung Cho, Jihyo Kim, SeungWoo Song +4Synthetic DataLarge Language Model Fine-Tuning

  7. DataRx: Missingness-Aware Sampling for Safer Large Language Model Task-Specific Fine-Tuning

    Aug 5, 2026Junbo Zhang, Qianli Zhou, Xinyang Deng +1Large Language Model SafetyLarge Language Model Fine-Tuning

  8. Omega-S: A Functional Resilience Index for LLM Fine-Tuning

    Aug 4, 2026Alberto AcedoLarge Language Model Fine-TuningModel Weights

  9. Auditing Data Provenance in LLM Fine-tuning via Intrinsic Distributional Fingerprints

    Aug 3, 2026Zirui Huang, Yunlong Mao, Wei Tong +3Large Language Model Fine-TuningProvenance

  10. Fairness Pruning: Locating Demographic Bias in GLU-MLP Layers via Differential Activations

    Jul 30, 2026Pere Martra, Eugenio Martínez Cámara, Alfonso Ureña LópezLarge Language Model BiasBias Mitigation

  11. VESTIGE: A Knowledge-Guided Masking Strategy for Corruption-Aware Fine-Tuning of Genomic Transformers, Validated on Ancient DNA Reconstruction

    Jul 30, 2026Angshuman Chakravertty, Rahul MaheshwariCorrupted ObservationsTransformer Architectures

  12. A Physics-Informed Framework for PID Tuning of Chemical Processes Using Large Language Model Agents

    Jul 29, 2026Zhoupeng Shou, Xiaodong Hong, Congjing Ren +3Large Language Model Fine-TuningClosed-Loop Control

  13. Inference-Time Consensus for Mitigating Hidden Behaviors from LLM Fine-Tuning

    Jul 25, 2026Adhyyan Narang, Artin Tajdini, Claire Zhang +1Harmful Fine-TuningLarge Language Model Fine-Tuning

  14. DomainPilot: Domain-Level Loss-Guided Two-Stage Data Mixture Optimization for Efficient Language Model Fine-Tuning

    Jul 24, 2026He ZhangLarge Language Model Fine-TuningModel Pretraining

  15. Find Before You Fine-Tune: A Diagnostic Study of Small LLMs for Cybersecurity QA

    Jul 21, 2026Shaswata Mitra, Subash Neupane, Trisha Chakraborty +4Large Language Model SafetyLarge Language Model Fine-Tuning

  16. Using Fine-Tuned LLMs to Identify Indicators of Vulnerability in UK Police Incident Logs

    Jul 20, 2026Sam Relins, Daniel BirksPolicingVulnerable Code

  17. PPL-Factory: Task-Aware and Budget-Aware Data Selection from Language Modeling to Reasoning

    Jul 20, 2026Hang Zhang, Warren J. GrossLarge Language Model Fine-TuningTraining Data

  18. Schema-Constrained Document-Level Event Argument Extraction with Lightweight LLM Fine-Tuning

    Jul 18, 2026Roberto Pietrantuono, Antonio Guerriero, Pouya SattariRelation ExtractionCoreference Resolution

  19. Innocuous-Seeming Data, Latent Ideology: Ideological Generalisation in Finetuned LLMs

    Jul 16, 2026Robert Graham, Edward Stevinson, Yariv BarsheshatLarge Language Model Fine-TuningIdeology

  20. Advanced Image Generation: Negative Prompt Optimization and Latent Classifier Guidance

    Jul 16, 2026Vaddi Charan Sai Nandan Reddy, Harini B, Chandana M SImage GenerationLarge Language Model Fine-Tuning

  21. HyperSafe: Inference-Time Safety Recovery for Fine-Tuned Language Models

    Jul 13, 2026Aznaur Aliev, Carlos Hinojosa, Abdelrahman Eldesokey +3Large Language Model SafetyLarge Language Model Fine-Tuning

  22. Blockchain-Linked Auditable Decision Management for Telecom/IoT Fraud-Control Requests

    Jul 10, 2026Saviz Changizi, Nasibeh Mohammadzadeh, Mohammad Shojafar +1Fraud DetectionBlockchain

  23. Towards Mechanistically Understanding Why Memorized Knowledge Fails to Generalize in Large Language Model Finetuning

    Jul 9, 2026Lu Dai, Ziyang Rao, Yili Wang +3MemorizationKnowledge Gaps

  24. Write-Protected Discrete Bottlenecks for Language-Grounded World Models: A Structural Limitation and Sufficient Fix

    Jul 9, 2026Jiayi FangLatent World ModelsLarge Language Model Fine-Tuning

  25. ReCoLoRA: Spectrum-Aware Recursive Consolidation for Continual LLM Fine-Tuning

    Jul 4, 2026Wentao LuLow-Rank Adaptation AdaptersLarge Language Model Fine-Tuning

  26. ZO-Act: Efficient Zeroth-Order Fine-Tuning via One-Shot Activation-Informed Low-Rank Subspaces

    Jul 1, 2026Xun Dong, Yibo Xu, Naigang Wang +3Continual Fine-TuningLarge Language Model Fine-Tuning

  27. Loss Smoothing for Stable Adaptation Under Distribution Shift

    Jul 1, 2026Darshan Patil, Ekaterina Lobacheva, Razvan Pascanu +1Parameter-Efficient AdaptationSmoothing

  28. Do We Still Need Fine Tuning? Turkish Sentiment Analysis in the Era of Large Language Model

    Jun 28, 2026Sercan Karakaş, Yusuf ŞimşekLarge Language Model Fine-TuningSentiment Analysis

  29. Reward-Free Code Alignment from Pretrained or Fine-Tuned LLM: Unpacking the Trade-offs for Code Generation

    Jun 27, 2026Sanjeepan Sivapiran, Gias UddinLarge Language Model AlignmentCode Quality

  30. The Heterogeneous Safety Impacts of Benign Multilingual Fine-Tuning

    Jun 27, 2026Will Hawkins, Kaivalya Rawal, Jonathan Rystrøm +8Multilingual SafetyLarge Language Model Safety

  31. Decomposing Memorization Reduction in Privacy-Preserving Fine-Tuning of SLMs for CSIRTs

    Jun 26, 2026Cristhian Kapelinski, Diego KreutzSmall Language ModelsLarge Language Model Fine-Tuning

  32. Low-Agreeableness Persona Conditioning for Safe LLM Fine-Tuning

    Jun 26, 2026Austin MY Cheung, Yi YangLarge Language Model Fine-TuningFinetuning

  33. Fine-Tuning Large Language Models for Quantum Reasoning

    Jun 20, 2026Katherine Ip, Casey R. Myers, Udaya Parampalli +2Large Language Model QuantizationLarge Language Model Reasoning

  34. CORTIS: Text-Only Adaptation of Spoken Language Models for Task-Oriented Voice Agents

    Jun 19, 2026Youngwon Choi, Hyeonyu Kim, Taeyoun Kwon +2Speech Large Language ModelsVoice Agents

  35. Online Dynamic Batching with Formal Guarantees for LLM Training

    Jun 18, 2026Dian Li, Zekun Wang, Yaoru Wang +1Well-Tuned Static Batching PolicyLarge Language Model Fine-Tuning

  36. Fine-tuning LLMs for Passive Depression Severity Estimation from AI Mental Health Dialogue

    Jun 16, 2026Olivier Tieleman, Ziyi Zhu, Ting Su +3Depression DetectionDepression

  37. The Truth Stays in the Family: Enhancing Contextual Grounding via Inherited Truthful Heads in Model Lineages

    Jun 14, 2026Miso Choi, Seonga Choi, Mincheol Kwon +3TruthLarge Language Model Fine-Tuning

  38. Transfer Learning for FHIR Questionnaire Terminology Binding

    Jun 13, 2026Maxim GorshkovMedical OntologyLarge Language Model Pipelines

  39. ChatPlanner: A Large Language Model Framework for Personalized Public Transit Routing

    Jun 13, 2026Tingting Yang, Chenhao Xue, Jun ChenTransit Network DesignLarge Language Model Routing

  40. Zero-order Parameter-free Optimization for LMO-based Methods: Novel Approach for Efficient Fine-tuning

    Jun 12, 2026Dmitriy Bystrov, Daniil Medyakov, Dmitry Bylinkin +1Parameter-Efficient Fine-TuningLarge Language Model Fine-Tuning

  41. Semantic Grading of Written Answers in Low-Resource Language Bangla Using a Fine-Tuned Lightweight Language Model

    Jun 10, 2026Meherun Farzana, Aniket Joarder, Mahmudul Hasan +1BanglaGrading

  42. Fine-tuning Multi-modal LLMs with ART: Art-based Reinforcement Training

    Jun 10, 2026Michal Chudoba, Sergey Alyaev, Petra Galuscakova +1Large Language Model Fine-TuningMulti-Modal Large Language Models

  43. Structure from Reasoning, Numbers from Search: On-Premise Open LLMs as Structural Priors for Coupled MIMO Controller Tuning

    Jun 9, 2026Jiaxuan Chen, Haonan Li, Yang ShuTuningFeedback Linearization

  44. Advancing the State-of-the-Art in Empirical Privacy Auditing

    Jun 9, 2026Nicole Mitchell, Galen Andrew, Arun Ganesh +2Efficient Privacy LossAlgorithm Auditing

  45. Instruction Finetuning DeepSeek-R1-8B Model Using LoRA and NEFTune

    Jun 9, 2026Wu Yuerong, Mingni LuoNamed-Entity RecognitionLarge Language Model Fine-Tuning

  46. Distilling Safe LLM Systems via Soft Prompts for On Device Settings

    Jun 8, 2026Motasem Alfarra, Cristina Pinneri, Dana Kianfar +2Large Language Model SafetySafety Alignment

  47. How Small Can You Go? LoRA Fine-Tuning 270M-8B Models for Merchant Information Extraction in Financial Transactions

    Jun 6, 2026Donghao Huang, Tomas Drietomsky, Benjamin Barrett +1Large Language Model Fine-TuningTransaction Histories

  48. Auditing Training Data in Domain-adapted LLMs: LoRA-MINT

    Jun 5, 2026Gonzalo Mancera, Daniel DeAlcala, Aythami Morales +3Large Language Model AdaptationMembership Inference

  49. Automated Proving of Shannon-Type Entropy Inequalities via Fine-Tuned Language Models and Guided Tree Search

    Jun 4, 2026Shing Yin Wong, Shaocheng Liu, Linqi Song +2TheoremSmall Language Models

  50. Multilingual Fine-Tuning via Localized Gradient Conflict Resolution

    Jun 4, 2026Long P. Hoang, Yiran Zhao, Wei Lu +1Multilingual Language ModelsLarge Language Model Fine-Tuning

  51. StepPRM-RTL: Stepwise Process-Reward Guided LLM Fine-Tuning for Enhanced RTL Synthesis

    Jun 2, 2026Prashanth Vijayaraghavan, Apoorva Nitsure, Luyao Shi +2VhdlFlexible Register Transfer Level Design Automation

  52. EvalStop: Using World Feedback to Detect and Correct Reward Overoptimization in Multi-Tenant RLHF Platforms

    Jun 2, 2026Guilin Zhang, Chuanyi Sun, Kai Zhao +3Reinforcement Learning From Human FeedbackOptimal Scheduling

  53. Safety Measurements for Fine-tuned LLMs Should be Grounded in Capability

    Jun 2, 2026Krishnapriya Vishnubhotla, Hillary Dawkins, Isar Nejadgholi +1Large Language Model SafetyLarge Language Model Fine-Tuning

  54. DECA: Decentralizing Block-Wise Adam for Efficient LLM Full-Parameter Fine-Tuning on Non-IID Data

    Jun 2, 2026Yunsheng Yuan, Shaowei Li, Kai Wang +5Parameter-Efficient Fine-TuningLarge Language Model Fine-Tuning

  55. GRZO: Group-Relative Zeroth-Order Optimization for Large Language Model Fine-Tuning

    Jun 1, 2026Liyan Tan, Yequan Zhao, Yifan Yang +3Zeroth-Order OptimizationLarge Language Model Fine-Tuning

  56. Two to Tango: Coupled Task-Reference Selection for Safe LLM Fine-tuning

    Jun 1, 2026Xinrui Chen, Jianhao Zhang, Ou Wu +1Large Language Model SafetyLarge Language Model Fine-Tuning

  57. DataShield: Safety-degrading Data Filtering for LLM Benign Instruction Fine-Tuning

    May 29, 2026Junbo Zhang, Qianli Zhou, Xinyang Deng +3Large Language Model SafetyLarge Language Model Fine-Tuning

  58. MADS: Model-Aware Diverse Core Set Selection for Instruction Tuning

    May 29, 2026Yi Bai, Wenhao Zhang, Yao Chen +3Instruction TuningLarge Language Model Fine-Tuning

  59. Fine-Tuning Improves Information Conveyance in Language Models

    May 29, 2026Yuwei Cheng, Weiyi Tian, Haifeng XuLarge Language Model Fine-TuningLarge Language Model Uncertainty

  60. The Long-Term Effects of Data Selection in LLM Fine-Tuning

    May 28, 2026Yuxin Yang, Aoxiong Zeng, Xiangquan YangLarge Language Model Fine-TuningLarge Language