Fine-Tuning

AlignSum: Data Pyramid Hierarchical Fine-tuning for Aligning with Human Summarization Preference EMNLP 2024 AmoebaLLM: Constructing Any-Shape Large Language Models for Efficient and Instant Deployment NeurIPS 2024 An Empirical Study on Parameter-Efficient Fine-Tuning for MultiModal Large Language Models ACL 2024 An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models ACL 2024 Are ELECTRA’s Sentence Embeddings Beyond Repair? The Case of Semantic Textual Similarity EMNLP 2024 Are Large Language Models Good Classifiers? A Study on Edit Intent Classification in Scientific Document Revisions EMNLP 2024 Are LLMs Good Annotators for Discourse-level Event Relation Extraction? EMNLP 2024 A Study of Parameter Efficient Fine-tuning by Learning to Efficiently Fine-Tune EMNLP 2024 AttnDreamBooth: Towards Text-Aligned Personalized Text-to-Image Generation NeurIPS 2024 Attribute Controlled Fine-tuning for Large Language Models: A Case Study on Detoxification EMNLP 2024 Automatic Instruction Evolving for Large Language Models EMNLP 2024 AutoTrain: No-code training for state-of-the-art models EMNLP 2024 AvatarGPT: All-in-One Framework for Motion Understanding Planning Generation and Beyond CVPR 2024 Balancing Speciality and Versatility: a Coarse to Fine Framework for Supervised Fine-tuning Large Language Model ACL 2024 BAPO: Base-Anchored Preference Optimization for Overcoming Forgetting in Large Language Models Personalization EMNLP 2024 Better Alignment with Instruction Back-and-Forth Translation EMNLP 2024 Beyond Accuracy Optimization: Computer Vision Losses for Large Language Model Fine-Tuning EMNLP 2024 Beyond Fine-tuning: Unleashing the Potential of Continuous Pretraining for Clinical LLMs. EMNLP 2024 BIPEFT: Budget-Guided Iterative Search for Parameter Efficient Fine-Tuning of Large Pretrained Language Models EMNLP 2024 BLoB: Bayesian Low-Rank Adaptation by Backpropagation for Large Language Models NeurIPS 2024 Book2Dial: Generating Teacher Student Interactions from Textbooks for Cost-Effective Development of Educational Chatbots ACL 2024 Bootstrapping LLM-based Task-Oriented Dialogue Agents via Self-Talk ACL 2024 Boundary Matters: A Bi-Level Active Finetuning Method NeurIPS 2024 Building Resources for Emakhuwa: Machine Translation and News Classification Benchmarks EMNLP 2024 Can LLMs Reason in the Wild with Programs? EMNLP 2024