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Papers Benchmarks Datasets Tasks

Mechanical property prediction research benchmarks · SOTA2 Research

Mechanical property prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0Young’s Modulus MAE

5

May 1, 2026

Segmental predictive model with activation-based PIML

5.65MAPE (Young's modulus)

4

Mar 17, 2026

AlSi10Mg (test)

Segmental predictive model with loss-based PIML

11.24MAPE (Young's Modulus)

4

Mar 17, 2026

CF-ABS polymer samples

Segmental predictive model with activation-based PIML architecture

4.41MAPE (Young's Modulus)

4

Mar 17, 2026

Nylon polymer samples

Segmental predictive model with activation-based PIML architecture

20.54MAPE (Young's Modulus)

4

Mar 17, 2026

Popular datasets

Nylon polymer samples CF-ABS polymer samples AlSi10Mg Ti6Al4V MetaModulus

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