Fine-Tuning

Q-Instruct: Improving Low-level Visual Abilities for Multi-modality Foundation Models CVPR 2024 QuanTA: Efficient High-Rank Fine-Tuning of LLMs with Quantum-Informed Tensor Adaptation NeurIPS 2024 Quilt-LLaVA: Visual Instruction Tuning by Extracting Localized Narratives from Open-Source Histopathology Videos CVPR 2024 Rationales for Answers to Simple Math Word Problems Confuse Large Language Models ACL 2024 Reducing Privacy Risks in Online Self-Disclosures with Language Models ACL 2024 ReFT: Representation Finetuning for Language Models NeurIPS 2024 Repurposing Language Models into Embedding Models: Finding the Compute-Optimal Recipe NeurIPS 2024 Resource-Efficient Transformer Pruning for Finetuning of Large Models CVPR 2024 Rethinking the Role of Proxy Rewards in Language Model Alignment EMNLP 2024 Rethinking Weight Decay for Robust Fine-Tuning of Foundation Models NeurIPS 2024 Re-Tuning: Overcoming the Compositionality Limits of Large Language Models with Recursive Tuning ACL 2024 Reverse-Engineering the Reader EMNLP 2024 Safe LoRA: The Silver Lining of Reducing Safety Risks when Finetuning Large Language Models NeurIPS 2024 SCoFT: Self-Contrastive Fine-Tuning for Equitable Image Generation CVPR 2024 Seed-Free Synthetic Data Generation Framework for Instruction-Tuning LLMs: A Case Study in Thai ACL 2024 Segment Any Text: A Universal Approach for Robust, Efficient and Adaptable Sentence Segmentation EMNLP 2024 Self-Distillation Bridges Distribution Gap in Language Model Fine-Tuning ACL 2024 Self-Refine Instruction-Tuning for Aligning Reasoning in Language Models EMNLP 2024 Sketchy Moment Matching: Toward Fast and Provable Data Selection for Finetuning NeurIPS 2024 SmallToLarge (S2L): Scalable Data Selection for Fine-tuning Large Language Models by Summarizing Training Trajectories of Small Models NeurIPS 2024 Speechworthy Instruction-tuned Language Models EMNLP 2024 Split and Rephrase with Large Language Models ACL 2024 SRIB-NMT’s Submission to the Indic MT Shared Task in WMT 2024 EMNLP 2024 Structured Unrestricted-Rank Matrices for Parameter Efficient Finetuning NeurIPS 2024 SU-FMI at SemEval-2024 Task 5: From BERT Fine-Tuning to LLM Prompt Engineering - Approaches in Legal Argument Reasoning SemEval 2024