Contrastive learning enhanced retrieval-augmented few-shot framework for multi-label patent classification
Fig 5
Few-shot learning curves showing performance vs. number of shots.
Our framework demonstrates superior few-shot learning capabilities across all shot settings. Left: Macro-F1 performance prioritizes rare category detection. Right: Micro-F1 performance emphasizes overall classification accuracy. Error bars represent standard deviations across 50 episodes.