Sentence embeddings reduce reconstruction error by 81% in Darcy-flow inversion by providing categorical geological constraints, with limited added value from within-class text detail.
Challenges in data-driven site character- ization.Georisk: Assessment and Management of Risk for Engineered Systems and Geohazards, 16(1):114–126
2 Pith papers cite this work. Polarity classification is still indexing.
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Evaluation of TabPFN for soil classification and iterative imputation of geotechnical parameters, with SHAP attributions and uncertainty propagation to reliability metrics.
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TabPFN Extensions for Interpretable Geotechnical Modelling
Evaluation of TabPFN for soil classification and iterative imputation of geotechnical parameters, with SHAP attributions and uncertainty propagation to reliability metrics.