delta-learning

This paper introduces Preference Delta Aggregation (PDA) and Geometric Alignment Merging (GAM) to aggregate multiple 'weak' preference signals from weaker model pairs via LoRA merging, improving strong LLMs on knowledge reasoning and agentic search tasks by over 6% on average.