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Fine-Tuning

704 directly classified papers

Papers per year

Papers

Gradient Weight-normalized Low-rank Projection for Efficient LLM Training AAAI 2025
What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices ACL 2025
Key-Point-Driven Data Synthesis with Its Enhancement on Mathematical Reasoning AAAI 2025
SDD: Self-Degraded Defense against Malicious Fine-tuning ACL 2025
Enhancing Non-English Capabilities of English-Centric Large Language Models Through Deep Supervision Fine-Tuning AAAI 2025
𝛿-Stance: A Large-Scale Real World Dataset of Stances in Legal Argumentation ACL 2025
MathSpeech: Leveraging Small LMs for Accurate Conversion in Mathematical Speech-to-Formula AAAI 2025
LlamaDuo: LLMOps Pipeline for Seamless Migration from Service LLMs to Small-Scale Local LLMs ACL 2025
Backdoor Token Unlearning: Exposing and Defending Backdoors in Pretrained Language Models AAAI 2025
Leveraging Human Production-Interpretation Asymmetries to Test LLM Cognitive Plausibility ACL 2025
Exploring Model Editing for LLM-based Aspect-Based Sentiment Classification AAAI 2025
Fine-Tuning Image-Conditional Diffusion Models is Easier than You Think WACV 2025
Augmenting Math Word Problems via Iterative Question Composing AAAI 2025
Refuse Whenever You Feel Unsafe: Improving Safety in LLMs via Decoupled Refusal Training ACL 2025
Confidence Estimation for Error Detection in Text-to-SQL Systems AAAI 2025
AIDE: Attribute-Guided MultI-Hop Data Expansion for Data Scarcity in Task-Specific Fine-tuning ACL 2025
Hansel: Output Length Controlling Framework for Large Language Models AAAI 2025
CoinMath: Harnessing the Power of Coding Instruction for Math LLM ACL 2025
Interweaving Memories of a Siamese Large Language Model AAAI 2025
Intuitive Fine-Tuning: Towards Simplifying Alignment into a Single Process ACL 2025
Tradutor: Building a Variety Specific Translation Model AAAI 2025
Sliding Windows Are Not the End: Exploring Full Ranking with Long-Context Large Language Models ACL 2025
Structured Packing in LLM Training Improves Long Context Utilization AAAI 2025
Beyond Demographics: Fine-tuning Large Language Models to Predict Individuals’ Subjective Text Perceptions ACL 2025
Model Performance-Guided Evaluation Data Selection for Effective Prompt Optimization ACL 2025