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

Tiny Budgets, Big Gains: Parameter Placement Strategy in Parameter Super-Efficient Fine-Tuning EMNLP 2025
Multilingual Federated Low-Rank Adaptation for Collaborative Content Anomaly Detection across Multilingual Social Media Participants EMNLP 2025
MobiZO: Enabling Efficient LLM Fine-Tuning at the Edge via Inference Engines EMNLP 2025
HydraOpt: Navigating the Efficiency-Performance Trade-off of Adapter Merging EMNLP 2025
LAD: LoRA-Adapted Diffusion EMNLP 2025
Domain Generalization using Large Pretrained Models with Mixture-of-Adapters WACV 2025
LoRA-drop: Efficient LoRA Parameter Pruning based on Output Evaluation COLING 2025
Leveraging Large Pre-trained Multilingual Models for High-Quality Speech-to-Text Translation on Industry Scenarios COLING 2025
SSH: Sparse Spectrum Adaptation via Discrete Hartley Transformation NAACL 2025
How Much is Too Much? Exploring LoRA Rank Trade-offs for Retaining Knowledge and Domain Robustness AACL 2025
EWoRA: Expert Weighted Low-Rank Adaptation for Heterogeneous Data AACL 2025
Cross-Prompt Encoder for Low-Performing Languages AACL 2025
AdversaryAI at BLP-2025 Task 2: A Think, Refine, and Generate (TriGen) System with LoRA and Self-Refinement for Code Generation AACL 2025
MedQwen-PE: Medical Qwen for Parameter-Efficient Multilingual Patient-Centric Summarization, Question Answering and Information Extraction AACL 2025
CodeAnubad at BLP-2025 Task 2: Efficient Bangla-to-Python Code Generation via Iterative LoRA Fine-Tuning of Gemma-2 AACL 2025
DLRG at BHASHA: Task 1 (IndicGEC): A Hybrid Neurosymbolic Approach for Tamil and Malayalam Grammatical Error Correction AACL 2025
Teaching Sarcasm: Few-Shot Multimodal Sarcasm Detection via Distillation to a Parameter-Efficient Student AACL 2025
Findings of the JUST-NLP 2025 Shared Task on English-to-Hindi Legal Machine Translation AACL 2025
Troopers at BLP-2025 Task 2: Reward-Selective Fine-Tuning based Code Generation Approach for Bangla Prompts AACL 2025
CodeAnubad at BLP-2025 Task 2: Efficient Bangla-to-Python Code Generation via Iterative LoRA Fine-Tuning of Gemma-2 IJCNLP 2025
AdversaryAI at BLP-2025 Task 2: A Think, Refine, and Generate (TriGen) System with LoRA and Self-Refinement for Code Generation IJCNLP 2025
Atyaephyra at SemEval-2025 Task 4: Low-Rank Negative Preference Optimization SEMEVAL 2025
DEMON at SemEval-2025 Task 10: Fine-tuning LLaMA-3 for Multilingual Entity Framing SEMEVAL 2025
Zero at SemEval-2025 Task 2: Entity-Aware Machine Translation: Fine-Tuning NLLB for Improved Named Entity Translation ACL 2025
Parameter Efficient Fine-Tuning of Segment Anything Model for Biomedical Imaging MIDL 2025