conftrace_

parameter-efficient fine-tuning

736 papers

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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

HD-PiSSA: High-Rank Distributed Orthogonal Adaptation EMNLP 2025
Feature Extraction and Steering for Enhanced Chain-of-Thought Reasoning in Language Models EMNLP 2025
LoRA-PAR: A Flexible Dual-System LoRA Partitioning Approach to Efficient LLM Fine-Tuning EMNLP 2025
Low-Resource Languages LLM Disinformation is Within Reach: The Case of Walliserdeutsch EMNLP 2025
DoDS-IITPKD:Submissions to the WMT25 Low-Resource Indic Language Translation Task EMNLP 2025
Multi-Task Pre-Finetuning of Lightweight Transformer Encoders for Text Classification and NER EMNLP 2025
Sparsity May Be All You Need: Sparse Random Parameter Adaptation EMNLP 2025
Forget for Get: A Lightweight Two-phase Gradient Method for Knowledge Editing in Large Language Models EMNLP 2025
NormAL LoRA: What is the perfect size? EMNLP 2025
CoMoE: Contrastive Representation for Mixture-of-Experts in Parameter-Efficient Fine-tuning EMNLP 2025
MedCOD: Enhancing English-to-Spanish Medical Translation of Large Language Models Using Enriched Chain-of-Dictionary Framework EMNLP 2025
GuiLoMo: Allocating Experts and Ranks for LoRA-MoE via Bilevel Optimization with GuidedSelection Vectors EMNLP 2025
Riemannian Optimization for LoRA on the Stiefel Manifold EMNLP 2025
Convolutional LoRA Aggregation for Unseen Tasks Adaptation EMNLP 2025
R-LoRA: Randomized Multi-Head LoRA for Efficient Multi-task Learning EMNLP 2025
LoRA-MGPO: Mitigating Double Descent in Low-Rank Adaptation via Momentum-Guided Perturbation Optimization EMNLP 2025
NLoRA: Nyström-Initiated Low-Rank Adaptation for Large Language Models EMNLP 2025
FLAG-TRADER: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading ACL 2025
Curriculum Debiasing: Toward Robust Parameter-Efficient Fine-Tuning Against Dataset Biases ACL 2025
UORA: Uniform Orthogonal Reinitialization Adaptation in Parameter Efficient Fine-Tuning of Large Models ACL 2025
pingan-team at SemEval-2025 Task 2: LoRA-Augmented Qwen2.5 with Wikidata-Driven Entity Translation SEMEVAL 2025
GinGer at SemEval-2025 Task 11: Leveraging Fine-Tuned Transformer Models and LoRA for Sentiment Analysis in Low-Resource Languages SEMEVAL 2025
Let’s Focus on Neuron: Neuron-Level Supervised Fine-tuning for Large Language Model COLING 2025
CTYUN-AI at SemEval-2025 Task 1: Learning to Rank for Idiomatic Expressions SEMEVAL 2025
AROMA: Autonomous Rank-one Matrix Adaptation EMNLP 2025