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

BUINUS at IWSLT: Evaluating the Impact of Data Augmentation and QLoRA-based Fine-Tuning for Maltese to English Speech Translation ACL 2025
Neural Parameter Search for Slimmer Fine-Tuned Models and Better Transfer ACL 2025
LoRaDA: Low-Rank Direct Attention Adaptation for Efficient LLM Fine-tuning EMNLP 2025
Sensitivity-LoRA : Low-Load Sensitivity-Based Fine-Tuning for Large Language Models EMNLP 2025
Cross-Prompt Encoder for Low-Performing Languages IJCNLP 2025
MedCOD: Enhancing English-to-Spanish Medical Translation of Large Language Models Using Enriched Chain-of-Dictionary Framework EMNLP 2025
CoMoE: Contrastive Representation for Mixture-of-Experts in Parameter-Efficient Fine-tuning EMNLP 2025
LoRA-MGPO: Mitigating Double Descent in Low-Rank Adaptation via Momentum-Guided Perturbation Optimization EMNLP 2025
Memory-Efficient Backpropagation for Fine-Tuning LLMs on Resource-Constrained Mobile Devices EMNLP 2025
R-LoRA: Randomized Multi-Head LoRA for Efficient Multi-task Learning EMNLP 2025
On-device System of Compositional Multi-tasking in Large Language Models EMNLP 2025
FT-MDT: Extracting Decision Trees from Medical Texts via a Novel Low-rank Adaptation Method EMNLP 2025
GIFT-SW: Gaussian noise Injected Fine-Tuning of Salient Weights for LLMs ACL 2025
NLoRA: Nyström-Initiated Low-Rank Adaptation for Large Language Models EMNLP 2025
LoRACoE: Improving Large Language Model via Composition-based LoRA Expert EMNLP 2025
It’s All About In-Context Learning! Teaching Extremely Low-Resource Languages to LLMs EMNLP 2025
Large Language Models as a Normalizer for Transliteration and Dialectal Translation COLING 2025
Language Models Can be Efficiently Steered via Minimal Embedding Layer Transformations EMNLP 2025
TASO: Task-Aligned Sparse Optimization for Parameter-Efficient Model Adaptation EMNLP 2025
300k/ns team at the Crypto Trading Challenge Task: Enhancing the justification of accurate trading decisions through parameter-efficient fine-tuning of reasoning models COLING 2025
AROMA: Autonomous Rank-one Matrix Adaptation EMNLP 2025
Unlocking the Effectiveness of LoRA-FP for Seamless Transfer Implantation of Fingerprints in Downstream Models EMNLP 2025
EcoLoRA: Communication-Efficient Federated Fine-Tuning of Large Language Models EMNLP 2025
An Orthogonal High-Rank Adaptation for Large Language Models EMNLP 2025
Curriculum Debiasing: Toward Robust Parameter-Efficient Fine-Tuning Against Dataset Biases ACL 2025