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Fine-Tuning

487 directly classified papers

Papers per year

Papers

Personalized Steering of Large Language Models: Versatile Steering Vectors Through Bi-directional Preference Optimization NIPS 2024
Aligner: Efficient Alignment by Learning to Correct NIPS 2024
MAmmoTH2: Scaling Instructions from the Web NIPS 2024
D-CPT Law: Domain-specific Continual Pre-Training Scaling Law for Large Language Models NIPS 2024
Discovering Preference Optimization Algorithms with and for Large Language Models NIPS 2024
Boosting Alignment for Post-Unlearning Text-to-Image Generative Models NIPS 2024
Beyond Concept Bottleneck Models: How to Make Black Boxes Intervenable? NIPS 2024
SmallToLarge (S2L): Scalable Data Selection for Fine-tuning Large Language Models by Summarizing Training Trajectories of Small Models NIPS 2024
Online Iterative Reinforcement Learning from Human Feedback with General Preference Model NIPS 2024
Fine-Tuning or Retrieval? Comparing Knowledge Injection in LLMs EMNLP 2024
Fine-Tuning Large Language Models to Translate: Will a Touch of Noisy Data in Misaligned Languages Suffice? EMNLP 2024
Let the Expert Stick to His Last: Expert-Specialized Fine-Tuning for Sparse Architectural Large Language Models EMNLP 2024
AdaZeta: Adaptive Zeroth-Order Tensor-Train Adaption for Memory-Efficient Large Language Models Fine-Tuning EMNLP 2024
Towards Tool Use Alignment of Large Language Models EMNLP 2024
Self-Refine Instruction-Tuning for Aligning Reasoning in Language Models EMNLP 2024
C-LLM: Learn to Check Chinese Spelling Errors Character by Character EMNLP 2024
Does Fine-Tuning LLMs on New Knowledge Encourage Hallucinations? EMNLP 2024
Interpreting Answers to Yes-No Questions in User-Generated Content EMNLP 2023
Explanation-based Finetuning Makes Models More Robust to Spurious Cues ACL 2023
Distill or Annotate? Cost-Efficient Fine-Tuning of Compact Models ACL 2023
ScoNe: Benchmarking Negation Reasoning in Language Models With Fine-Tuning and In-Context Learning ACL 2023
Parallel Corpus for Indigenous Language Translation: Spanish-Mazatec and Spanish-Mixtec ACL 2023
nav-nlp at RadSum23: Abstractive Summarization of Radiology Reports using BART Finetuning ACL 2023
Representation Projection Invariance Mitigates Representation Collapse EMNLP 2023
Leveraging Large Language Models for Enhanced Product Descriptions in eCommerce EMNLP 2023