Fig. 3

Performance evaluation and comparative analysis of AI patent classification preprocessing methods (“Keywords + IPC”, LLM, BERT_outer) using an independently expert-annotated evaluation set. (a) Comparison of accuracy across the different methods; (b) Analysis of the overlap matrix between method outputs; (c) Assessment of accuracy within distinct overlap regions; and (d) Visualization illustrating the relationship between method overlap rate and classification accuracy.