This invention discloses a method, medium, device, and product for interpreting and delivering evidence chains in soil inversion based on confirmatory
ablation, relating to the field of soil information inversion technology. The method includes: dividing joint input features into a set of interpretation objects according to interpretation
granularity, and constructing an
ablation baseline for the interpretation objects; constructing an
ablation input based on the ablation baseline; inputting the ablation input and joint
feature vector into a trained soil inversion model, respectively, and calculating the evidence contribution of the interpretation objects based on the two prediction results; extracting Top-K evidence to form pixel-level evidence entries; dividing all pixels into regional units according to governance units, constructing a regional evidence
ranking score, and extracting the Top-K evidence entries from the regional units to form a regional evidence summary; outputting the prediction results and regional evidence summaries according to preset field semantic specifications as an interpretation
list and interpretation layer, and generating an index file. This invention solves the problem of the lack of a verifiable evidence interpretation mechanism in existing technologies.