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

Soft Prompt Tuning for Cross-Lingual Transfer: When Less is More EACL 2024
Language Models are Homer Simpson! Safety Re-Alignment of Fine-tuned Language Models through Task Arithmetic ACL 2024
PEK: A Parameter-Efficient Framework for Knowledge-Grounded Dialogue Generation ACL 2024
Multimodal Instruction Tuning with Conditional Mixture of LoRA ACL 2024
LLM as Prompter: Low-resource Inductive Reasoning on Arbitrary Knowledge Graphs ACL 2024
REInstruct: Building Instruction Data from Unlabeled Corpus ACL 2024
DistillMIKE: Editing Distillation of Massive In-Context Knowledge Editing in Large Language Models ACL 2024
Neeko: Leveraging Dynamic LoRA for Efficient Multi-Character Role-Playing Agent EMNLP 2024
SparseGrad: A Selective Method for Efficient Fine-tuning of MLP Layers EMNLP 2024
HiFT: A Hierarchical Full Parameter Fine-Tuning Strategy EMNLP 2024
GPT vs RETRO: Exploring the Intersection of Retrieval and Parameter-Efficient Fine-Tuning EMNLP 2024
AlphaLoRA: Assigning LoRA Experts Based on Layer Training Quality EMNLP 2024
Adapters Mixup: Mixing Parameter-Efficient Adapters to Enhance the Adversarial Robustness of Fine-tuned Pre-trained Text Classifiers EMNLP 2024
FanLoRA: Fantastic LoRAs and Where to Find Them in Large Language Model Fine-tuning EMNLP 2024
QDyLoRA: Quantized Dynamic Low-Rank Adaptation for Efficient Large Language Model Tuning EMNLP 2024
PARA: Parameter-Efficient Fine-tuning with Prompt-Aware Representation Adjustment EMNLP 2024
Sequential LLM Framework for Fashion Recommendation EMNLP 2024
Learning to Route for Dynamic Adapter Composition in Continual Learning with Language Models EMNLP 2024
Layer-wise Importance Matters: Less Memory for Better Performance in Parameter-efficient Fine-tuning of Large Language Models EMNLP 2024
LoRAN: Improved Low-Rank Adaptation by a Non-Linear Transformation EMNLP 2024
RoQLlama: A Lightweight Romanian Adapted Language Model EMNLP 2024
WavLLM: Towards Robust and Adaptive Speech Large Language Model EMNLP 2024
Instance-Level Dynamic LoRAs Composition for Cross-Task Generalization EMNLP 2024
Llama SLayer 8B: Shallow Layers Hold the Key to Knowledge Injection EMNLP 2024
RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization EMNLP 2024