conftrace_

parameter-efficient fine-tuning

736 papers

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Also known as

PEFT

Co-occurring keywords

low-rank adaptation (560) large language model (13587) model compression (3302) transfer learning (5449) parameter efficient fine-tuning (168) knowledge distillation (3725) few-shot learning (3398) domain adaptation (4595) vision-language model (2348) language model (4599)

Papers

Personalized LLM Decoding via Contrasting Personal Preference EMNLP 2025
FroM: Frobenius Norm-Based Data-Free Adaptive Model Merging EMNLP 2025
Enhancing Chain-of-Thought Reasoning with Critical Representation Fine-tuning ACL 2025
Controlled Low-Rank Adaptation with Subspace Regularization for Continued Training on Large Language Models ACL 2025
Hidden Forms: A Dataset to Fill Masked Interfaces from Language Commands ACL 2025
DEMON at SemEval-2025 Task 10: Fine-tuning LLaMA-3 for Multilingual Entity Framing ACL 2025
TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models ACL 2025
A Parameter-Efficient and Fine-Grained Prompt Learning for Vision-Language Models ACL 2025
Sensitivity-LoRA : Low-Load Sensitivity-Based Fine-Tuning for Large Language Models EMNLP 2025
BiLoRA: Almost-Orthogonal Parameter Spaces for Continual Learning CVPR 2025
pingan-team at SemEval-2025 Task 2: LoRA-Augmented Qwen2.5 with Wikidata-Driven Entity Translation ACL 2025
GinGer at SemEval-2025 Task 11: Leveraging Fine-Tuned Transformer Models and LoRA for Sentiment Analysis in Low-Resource Languages ACL 2025
ProMALex: Progressive Modular Adapters for Multi-Jurisdictional Legal Language Modeling ACL 2025
CTYUN-AI at SemEval-2025 Task 1: Learning to Rank for Idiomatic Expressions ACL 2025
Decentralized Low-Rank Fine-Tuning of Large Language Models ACL 2025
PROPER: A Progressive Learning Framework for Personalized Large Language Models with Group-Level Adaptation ACL 2025
Parameter-Efficient Fine-Tuning with Circulant and Diagonal Vectors IJCAI 2025
BDA-UC3M @ BioLaySumm: Efficient Lay Summarization with Small-Scale SoTA LLMs ACL 2025
LaySummX at BioLaySumm: Retrieval-Augmented Fine-Tuning for Biomedical Lay Summarization Using Abstracts and Retrieved Full-Text Context ACL 2025
MLAS-LoRA: Language-Aware Parameters Detection and LoRA-Based Knowledge Transfer for Multilingual Machine Translation ACL 2025
Wonderland_EDU@HKU at BEA 2025 Shared Task: Fine-tuning Large Language Models to Evaluate the Pedagogical Ability of AI-powered Tutors ACL 2025
CoPEFT: Fast Adaptation Framework for Multi-Agent Collaborative Perception with Parameter-Efficient Fine-Tuning AAAI 2025
LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-Steering ACL 2025
Efficient Adaptation of Pre-trained Vision Transformer underpinned by Approximately Orthogonal Fine-Tuning Strategy ICCV 2025
CustomTTT: Motion and Appearance Customized Video Generation via Test-Time Training AAAI 2025