Large Language Model Adaptation

Ask about this topic

Recent momentum

-37%

10 papers in the last 28 days · 0.3% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

Also in Low-Rank Adaptation

Neighbouring directions

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

Weekly history

Recent digests

What was published in this topic, kept on the site without email delivery.

Period ending 2026-09-21

6 new papers

A weekly snapshot of new work published in Large Language Model Adaptation.

Period ending 2026-09-14

4 new papers

A weekly snapshot of new work published in Large Language Model Adaptation.

Period ending 2026-09-07

3 new papers

A weekly snapshot of new work published in Large Language Model Adaptation.

116 papers

Latest in Large Language Model Adaptation

Open your feed →
CardsList

  1. Reading Emotions in the Token Space: Discriminative Adaptation of SpeechLLMs for Emotion Recognition

    Sep 17, 2026Hasindri Watawana, Sergio Burdisso, Esaú Villatoro-Tello +4Emotion RecognitionSpeech Large Language Models

  2. Enhancing Accessibility of Medical Texts through Large Language Model-Driven Plain Language Adaptation

    Sep 15, 2026Ting-Wei Chang, Hen-Hsen Huang, Hsin-Hsi ChenLarge Language Model AdaptationLarge Language

  3. Sequential Adapter Stacking for Cross-Lingual Low-Resource ASR

    Sep 14, 2026Thai Thi Thanh Thao Dang, Mengjie Qian, Kate KnillMultilingual Automatic Speech RecognitionLow-Resource Languages

  4. SALUTE: Benchmarking and Adapting LLMs for the Defense Domain

    Sep 14, 2026Hyeongcheol Park, Sumin In, Suyeon Myeong +5Large Language Model AdaptationKnowledge-Intensive Domains

  5. Rank-Efficient LoRA via Joint Tangent-Space Optimization under Isotropic Curvature

    Sep 14, 2026Zihan Zhu, Zhehang Du, Xuyang Chen +5Low-Rank AdaptationLow-Rank Factorization

  6. Online Language Adaptive Sampling for Better Distributed Cross-lingual Gains

    Sep 14, 2026Quang Phuoc Nguyen, Félix Gaschi, David Anugraha +2Cross-Lingual TransferLarge Language Model Adaptation

  7. Beyond Confidence: Stability-Aware Test-Time Adaptation for LLM Reasoning

    Sep 12, 2026Bincheng Gu, Min Gao, Zongwei Wang +3Stable Test-Time AdaptationLarge Language Model Reasoning

  8. An Efficient and Modular Framework for Targeted Harm Mitigation in LLMS

    Sep 12, 2026Roberto Campbell, Momin Abbass, Muneeza Azmat +5Large Language Model AlignmentLarge Language Model Safety

  9. R4Tun: LLM-guided adaptive segmental tunnel lining segmentation in point clouds

    Sep 11, 2026Xinghui Tao, Zehao Ye, Guangming Wang +2Segmentation ModelLarge Language Model Adaptation

  10. Rosetta at AlexandriaX-2026: LoRA-Adapted NileChat for Context-Aware Dialectal Arabic Dialogue Translation

    Sep 9, 2026Nada Esmaeil, Fathima Rena, Sibi Subhash +4Arabic Natural Language ProcessingDialects

  11. When Financial Fine-tuning Fails: A Three-Level Detectability Analysis of Numerical Hallucination in Domain-Adapted Language Models

    Sep 7, 2026Xiaodong Li, Peiwei LiuLarge Language Model AdaptationHallucinations

  12. Representational alignment yields generalizable safety in language models

    Sep 3, 2026Lingyu Li, Yan Teng, Yingchun Wang +1Large Language Model SafetyAdversarial Evaluation

  13. Frozen Cores Need Task Signal: Fisher-Whitened Cross-Covariance for Low-Resource LLM Adaptation

    Sep 1, 2026Wentao Ye, Zhanming Shen, Zhiqing Xiao +3Low-Rank AdaptationParameter-Efficient Fine-Tuning

  14. Low-Resource Preference Adaptation of LLMs via Activation-Based Label Propagation

    Aug 31, 2026Alessio Galatolo, Meriem BeloucifPairwise PreferencesLarge Language Model Adaptation

  15. Reading the News: Adapting Large Language Models to Swedish Journalism Through Continued Pre-Training

    Aug 31, 2026Lukas Borggren, Jenny Kunz, Marco KuhlmannLarge Language Model AdaptationHeadlines

  16. CPR for LLMs: Critical-Point Routing against Catastrophic Forgetting in Domain Adaptation

    Aug 31, 2026Kwangmin Ki, Yunhun Nam, Jongheon Jeong +1Large Language Model AdaptationSupervised Fine-Tuning

  17. MERA: Model Evolution and Routing with Skill Adaptation for Agentic Systems at Scale

    Aug 11, 2026Yuhang Yao, Zeyu Wang, Wanyi Chen +8Large Language Model AdaptationLow-Rank Adaptation Adapters

  18. NeuPAT: Neuron-aware Plasticity Allocation Tuning for Language-Preserving MLLMs

    Aug 8, 2026Jiayue Jin, Jingwei Zhang, Chen Wang +2Large Language Model AdaptationMulti-Modal Large Language Models

  19. Task-Conditional Flow Matching for Balanced Multilingual Text Embedding Adaptation

    Aug 6, 2026Tirth Bhatt, Naren Kumar S, Mayank SinghDomain-Invariant Text EmbeddingsLarge Language Model Adaptation

  20. A Model Merging Approach for Continual MLLM Unlearning

    Aug 5, 2026Yuhang Wang, Linlin Zhang, Haoxuan Ji +3Large Language Model UnlearningMachine Unlearning

  21. TACT: Taxonomy-Aligned Post-Training for Pedagogically Adaptive English Tutoring

    Aug 4, 2026Dongjie Yang, Siyan Lin, Leixian Shen +3TutorsLarge Language Model Adaptation

  22. Activation-Guided Neuron Intervention to Induce Alzheimer's-Related Computational Language Phenotypes in a Large Language Model

    Aug 4, 2026Rui He, Ercong Nie, Hong Jiang +3AlzheimerLarge Language Model Adaptation

  23. Bridging the English-Arabic Medical Knowledge Gap: Targeted Low-Rank Adaptation via Causal Layer Selection

    Jul 31, 2026Chaimae Abouzahir, Musa Khan, Hala Ali-Hassan +7Large Language Model AdaptationArabic Natural Language Processing

  24. PARALLEL: A Prefrontal-Aligned Reinforcement inspired Approach for Language-Model Learning under Explicit Limits

    Jul 31, 2026Namkyung Yoon, Sanghong Kim, Hwangnam KimLarge Language Model AdaptationParallel

  25. MemSFT: Mitigating Alignment Tax with an External Parametric Memory

    Jul 28, 2026Jiarui Wang, Xiang Shi, Jiaqi Cao +8Large Language Model AdaptationDomain-Specific Language

  26. PILA: Plug-and-Play Insertion for LLM-native Advertising

    Jul 28, 2026Zhaowei Zhang, Yuhan Fu, Yihang Zhang +6AdsLarge Language Model Adaptation

  27. Frustratingly Simple Black-Box Adaptation of Language Models via Logit Bias

    Jul 24, 2026Ofek I. Cohen, Lior Shani, Aviv Rosenberg +3Large Language Model AdaptationLogit Lens

  28. Trustworthiness Costs of Domain Adaptation in Small Language Models:A Cross-Architecture Empirical Study

    Jul 23, 2026Ramesh B. ParamkushamLarge Language Model AdaptationSmall Language Models

  29. The Blessing of Dimensionality: How Near-Orthogonality in High-Dimensional Spaces Explains Temporal Portability

    Jul 22, 2026Abigail Woodring, Adrian Chan, Rana Muhammad Shahroz Khan +3Large Language Model AdaptationLow-Rank Adaptation

  30. Inference-Time Steering for Cross-Lingual Factual Consistency in LLMs

    Jul 21, 2026Alexander ManevCross-Lingual ConsistencyLarge Language Model Adaptation

  31. AdaHome: An Adaptive Smart Home Assistant using Local Small Language Models

    Jul 20, 2026Eu Jin Lim, Zhaoxing Li, Sebastian SteinSmart HomesSmall Language Models

  32. What Transfers Under Source Shift? Definitions, Examples, and Fine-Tuning for Climate Disclosure Classification

    Jul 20, 2026Guosheng Li, Fenghui Ren, Bin Liu +5Large Language Model AdaptationDomain Shift

  33. Investigating first-language bias in LLM-based automated essay scoring: A cross-prompt evaluation of an open-weight AI-model on TOEFL essays

    Jul 16, 2026John Maurice GayedAutomated Essay ScoringLarge Language Model Bias

  34. DeltaMerge-LowRes: Composing Language and Task Deltas for Low-Resource Adaptation

    Jul 15, 2026Son Ha Xuan, Xuan-Bach Le, Phat T. Tran-TruongLarge Language Model AdaptationEnglish

  35. RAGU: A Multi-Step GraphRAG Engine with a Compact Domain-Adapted LLM

    Jul 13, 2026Mikhail Komarov, Ivan Bondarenko, Stanislav Shtuka +5Graph-Based Retrieval Augmented GenerationKnowledge Graphs

  36. Polarization Detection: A Hybrid Approach with AfroXLMR-Social and DeBERTa for Low- and High-Resource Settings

    Jul 11, 2026Muhammad Abdullahi SaidPolarizationMultilingual Language Models

  37. Integrating knowledge graphs and multilingual scholarly corpora for domain-adaptive LLMs in SSH

    Jul 7, 2026Adam Faci, Alessio Miaschi, Anne Combe +4Large Language Model AdaptationDomain-Adaptation Benchmark

  38. LLM-Driven Neural Network Generation with Same-Family Architecture Guidance: Disentangling Transfer and Adaptation

    Jul 6, 2026Kabir Dev Paul Baghel, Radu Timofte, Dmitry IgnatovLarge Language Model AdaptationGenerative Adversarial Network

  39. Fine-Tuning General-Purpose Large Language Models for Agricultural Applications:A Reproducible Framework and Evaluation Protocol Based on Qwen3-8B

    Jun 27, 2026Zhaoyang Li, Ruijie Zhang, Jiaqi Liu +1Agricultural LandscapesLarge Language Model Adaptation

  40. LoRA-Tuned Large Language Models for Dementia Detection via Multi-View Speech-Derived Features

    Jun 26, 2026Jonghyeon Park, Olivier Jiyoun Jung, Myungwoo OhMild Cognitive ImpairmentAlzheimer

  41. Curvature-Guided Mixing for MLLM Adaptation

    Jun 23, 2026Jinglong Yang, Jiaxuan He, Wenjian Huang +2Large Language Model AdaptationCurvature-Aware Quadratic Banks

  42. Bayesian Adaptation Gym: A Benchmark for the Bayesian Low-Rank Adaptation of Multi-Modal Language Models

    Jun 20, 2026Colin Samplawski, Ramneet Kaur, Manoj Acharya +2Large Language Model AdaptationLow-Rank Adaptation

  43. Predicting Mergeability of Parameter-Efficient Fine-Tuning Updates

    Jun 17, 2026Lin Tang, Wei Zhang, Jing Li +3Low-Rank AdaptationLarge Language Model Adaptation

  44. Trade-offs in Medical LLM Adaptation: An Empirical Study in French QA

    Jun 17, 2026Ikram Belmadani, Oumaima El Khettari, Carlos Ramisch +3Large Language Model AdaptationDomain Adaptation

  45. Revisiting LLM Adaptation for 3D CT Report Generation: A Study of Scaling and Diagnostic Priors

    Jun 15, 2026Vanshali Sharma, Andrea M. Bejar, Halil Ertugrul Aktas +4Medical Vision-Language ModelsLarge Language Model Adaptation

  46. SpecAlign: Efficient Specification-Grounded Alignment of Large Language Models via Synthetic Data

    Jun 15, 2026Wenjie Wang, Yue Huang, Zhengqing Yuan +6Large Language Model AlignmentLarge Language Model Adaptation

  47. Benchmarking Empirical Privacy Protection for Adaptations of Large Language Models

    Jun 8, 2026Bartłomiej Marek, Lorenzo Rossi, Vincent Hanke +4Large Language Model AdaptationEfficient Privacy Loss

  48. Rosetta Memory: Adaptive Memory for Cross-LLM Agents

    Jun 5, 2026Hao Yang, Shiqi Shen, Haoxuan Li +3Large Language Model AdaptationExperience

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

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

  50. Modular Monolingual Adaptation using Pretrained Language Models

    Jun 4, 2026Nalin Kumar, Ondřej DušekMultilingual Language ModelsLow-Resource Languages

  51. RedditPersona: A Modular Framework for Community-Conditioned LLM Adaptation from Reddit

    Jun 4, 2026Amirhossein Ghaffari, Ali Goodarzi, Huong Nguyen +3Large Language Model AdaptationReddit

  52. RIZZ: Routing Interactions to Near Zero-Interference Zones for Continual Adaptation of Black-Box Agents

    Jun 2, 2026Sonali Goel, Pranav Vaidhyanathan, Lucas Schorling +2Large Language Model AdaptationParameter-Efficient Adaptation

  53. Cross-Environment Neural Reranking for Sample-Efficient Action Selection in Text-Based Agents

    Jun 1, 2026Kan ShaoLarge Language Model AdaptationAction Selection

  54. From Empathy to Personalized Empathy: Adapting Empathetic Strategies to Individual Users

    May 30, 2026Wuqiang Zheng, Chengbing Wang, Yilin Yang +6EmpathyLarge Language Model Adaptation

  55. On the Limits of LLM Adaptability: Impact of Model-Internalized Priors on Annotation Task Performance

    May 30, 2026Etienne Casanova, Rafal Kocielnik, R. Michael AlvarezLarge Language Model AdaptationMemorization

  56. Domain Adaptation and Reasoning Frameworks in Language Models: A Controlled Experiment with Historical Cosmology

    May 28, 2026Francesco De BernardisLarge Language Model AdaptationDomain Adaptation

  57. Leveraging Routing Dynamics in Mixture-of-Experts Models for Efficient Language Adaptation

    May 28, 2026Aditi Khandelwal, Marius Mosbach, Verna Dankers +2Multilingual Language ModelsMixture-of-Experts Models

  58. Multi-Adapter Representation Interventions via Energy Calibration

    May 27, 2026Manjiang Yu, Hongji Li, Junwei Chen +4Large Language Model AlignmentLarge Language Model Adaptation

  59. AdaDPO: Self-Adaptive Direct Preference Optimization with Balanced Gradient Updates

    May 27, 2026Shaolong Chen, Madalina Ciobanu, Qingqing Mao +1Direct Preference OptimizationLarge Language Model Post-Training

  60. EVIDENT: Routing MLLM Adaptation through Entity-Grounded Visual Evidence for Cross-Domain Video Temporal Grounding

    May 25, 2026Geo Ahn, Jiwook Han, Youngrae Kim +2Video Temporal GroundingTemporal Grounding