Parameter-Efficient Fine-Tuning

Basis-Oriented Low-rank Transfer for Few-Shot and Test-Time Adaptation CVPR 2026 CYUT at SemEval-2026 Task 9: Monolingual vs. Multilingual LoRA Tuning for Multicultural and Multievent Polarization Detection SemEval 2026 Ellat at SemEval-2026 Task 11: Comparing Encoder and Decoder Models for Syllogistic Reasoning SemEval 2026 RvH-40 at SemEval-2026 Task 11: Disentangling Reasoning from Belief through Symbolic Abstraction SemEval 2026 Seals-NLP at SemEval-2026 Task 9: A Comparative Study of Transformer Architectures for Polarization Detection SemEval 2026 In-Context Meta LoRA Generation IJCAI 2025 LoSiA: Efficient High-Rank Fine-Tuning via Subnet Localization and Optimization EMNLP 2025 Pareto Low-Rank Adapters: Efficient Multi-Task Learning with Preferences ICLR 2025 ProMALex: Progressive Modular Adapters for Multi-Jurisdictional Legal Language Modeling ACL 2025 Rethinking Token Reduction with Parameter-Efficient Fine-Tuning in ViT for Pixel-Level Tasks CVPR 2025 RoCoFT: Efficient Finetuning of Large Language Models with Row-Column Updates ACL 2025 Expanding Sparse Tuning for Low Memory Usage NeurIPS 2024 HyperLoRA: Efficient Cross-task Generalization via Constrained Low-Rank Adapters Generation EMNLP 2024 ResLoRA: Identity Residual Mapping in Low-Rank Adaption ACL 2024 RIFF: Learning to Rephrase Inputs for Few-shot Fine-tuning of Language Models ACL 2024 TartuNLP @ SIGTYP 2024 Shared Task: Adapting XLM-RoBERTa for Ancient and Historical Languages EACL 2024 Decomposed Prompt Tuning via Low-Rank Reparameterization EMNLP 2023 Mixture-of-Domain-Adapters: Decoupling and Injecting Domain Knowledge to Pre-trained Language Models’ Memories ACL 2023 Your representations are in the network: composable and parallel adaptation for large scale models NeurIPS 2023 AlphaTuning: Quantization-Aware Parameter-Efficient Adaptation of Large-Scale Pre-Trained Language Models EMNLP 2022