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Fine-Tuning

1,023 papers

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Papers

APT: Adaptive Personalized Training for Diffusion Models with Limited Data CVPR 2025
Focus-N-Fix: Region-Aware Fine-Tuning for Text-to-Image Generation CVPR 2025
QFrCoLA: a Quebec-French Corpus of Linguistic Acceptability Judgments EMNLP 2025
Comparing Specialised Small and General Large Language Models on Text Classification: 100 Labelled Samples to Achieve Break-Even Performance EMNLP 2025
Analyzing the Effects of Supervised Fine-Tuning on Model Knowledge from Token and Parameter Levels EMNLP 2025
JI2S: Joint Influence‐Aware Instruction Data Selection for Efficient Fine‐Tuning EMNLP 2025
PAFT: Prompt-Agnostic Fine-Tuning EMNLP 2025
LLM Bias Detection and Mitigation through the Lens of Desired Distributions EMNLP 2025
Culture Cartography: Mapping the Landscape of Cultural Knowledge EMNLP 2025
We Politely Insist: Your LLM Must Learn the Persian Art of Taarof EMNLP 2025
Pointing to a Llama and Call it a Camel: On the Sycophancy of Multimodal Large Language Models EMNLP 2025
Assessing French Readability for Adults with Low Literacy: A Global and Local Perspective EMNLP 2025
LimRank: Less is More for Reasoning-Intensive Information Reranking EMNLP 2025
Priority on High-Quality: Selecting Instruction Data via Consistency Verification of Noise Injection EMNLP 2025
The Emperor’s New Reasoning: Format Imitation Overshadows Genuine Mathematical Understanding in SFT EMNLP 2025
Improving Task Diversity in Label Efficient Supervised Finetuning of LLMs EMNLP 2025
Massive Supervised Fine-tuning Experiments Reveal How Data, Layer, and Training Factors Shape LLM Alignment Quality EMNLP 2025
The Role of Outgoing Connection Heterogeneity in Feedforward Layers of Large Language Models EMNLP 2025
TASO: Task-Aligned Sparse Optimization for Parameter-Efficient Model Adaptation EMNLP 2025
Language Models Can be Efficiently Steered via Minimal Embedding Layer Transformations EMNLP 2025
Following Length Constraints in Instructions EMNLP 2025
How to inject knowledge efficiently? Knowledge Infusion Scaling Law for Pre-training Large Language Models EMNLP 2025
HealthCards: Exploring Text-to-Image Generation as Visual Aids for Healthcare Knowledge Democratizing and Education EMNLP 2025
Instructing Large Language Models for Low-Resource Languages: A Systematic Study for Basque EMNLP 2025
SCRIBE: Structured Chain Reasoning for Interactive Behaviour Explanations using Tool Calling EMNLP 2025