# Lower Yield Strength Prediction on Steel Property Prediction Source: [Lower Yield Strength Prediction on Steel Property Prediction]() Collection index: [llms.txt]() Data updated: 2026-03-25T13:09:39.688Z Evaluation of models for predicting the Lower Yield Strength using the Steel Property Prediction dataset, measured using metrics such as MAE%, PAM 5, PAM 2.5, EV, and ΔM. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Lower Yield Strength Prediction | | Dataset (including any stated split) | Steel Property Prediction | | Metric | MAE (%) | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 26 of 26 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [MAE (%)](): Lower is better; unit: PERCENT. - [PAM 5](): Higher is better; unit: PERCENT. - [PAM 2.5](): Higher is better; unit: PERCENT. - [EV](): Higher is better; unit: PERCENT. - [ΔM](): Lower is better; unit: SCALAR. ## Recorded results | Method | MAE (%) | Result date | Report paper | | --- | --- | --- | --- | | TabPFN | 2.646 | Not recorded | 69c36c030636e5bf4afc6497 | | TabPFN | 2.647 | Not recorded | 69c36c030636e5bf4afc6497 | | TabPFN | 2.652 | Not recorded | 69c36c030636e5bf4afc6497 | | TabPFN | 2.697 | Not recorded | 69c36c030636e5bf4afc6497 | | XGBoost | 2.732 | Not recorded | 69c36c030636e5bf4afc6497 | | TabPFN | 2.87 | Not recorded | 69c36c030636e5bf4afc6497 | | TabPFN | 2.874 | Not recorded | 69c36c030636e5bf4afc6497 | | TabPFN | 2.901 | Not recorded | 69c36c030636e5bf4afc6497 | | TabPFN | 2.917 | Not recorded | 69c36c030636e5bf4afc6497 | | MultiTab | 2.922 | Not recorded | 69c36c030636e5bf4afc6497 | | PLE | 2.924 | Not recorded | 69c36c030636e5bf4afc6497 | | STEM | 2.927 | Not recorded | 69c36c030636e5bf4afc6497 | | MMoE | 2.933 | Not recorded | 69c36c030636e5bf4afc6497 | | STL | 2.963 | Not recorded | 69c36c030636e5bf4afc6497 | | SAINT | 2.964 | Not recorded | 69c36c030636e5bf4afc6497 | | XGBoost | 2.976 | Not recorded | 69c36c030636e5bf4afc6497 | | FT-Transformer | 2.99 | Not recorded | 69c36c030636e5bf4afc6497 | | MTL | 3.026 | Not recorded | 69c36c030636e5bf4afc6497 | | MultiTab | 3.103 | Not recorded | 69c36c030636e5bf4afc6497 | | STEM | 3.126 | Not recorded | 69c36c030636e5bf4afc6497 | | MMoE | 3.148 | Not recorded | 69c36c030636e5bf4afc6497 | | PLE | 3.164 | Not recorded | 69c36c030636e5bf4afc6497 | | STL | 3.18 | Not recorded | 69c36c030636e5bf4afc6497 | | MTL | 3.187 | Not recorded | 69c36c030636e5bf4afc6497 | | SAINT | 3.207 | Not recorded | 69c36c030636e5bf4afc6497 | | FT-Transformer | 3.22 | Not recorded | 69c36c030636e5bf4afc6497 | ### TabPFN MAE (%): 2.646. Result ID: 69c3de9147f34ce924ad4844. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Protocol":"m.a.f.t. (multitask adapter fine-tuning)"}. This record does not assert independent reproduction. ### TabPFN MAE (%): 2.647. Result ID: 69c3de9147f34ce924ad4843. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Protocol":"m.f.t. (multitask fine-tuning)"}. This record does not assert independent reproduction. ### TabPFN MAE (%): 2.652. Result ID: 69c3de9147f34ce924ad4842. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Protocol":"s.f.t. (single-task fine-tuning)"}. This record does not assert independent reproduction. ### TabPFN MAE (%): 2.697. Result ID: 69c3de9147f34ce924ad4841. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Protocol":"n.f.t. (no fine-tuning)"}. This record does not assert independent reproduction. ### XGBoost MAE (%): 2.732. Result ID: 69c3de9147f34ce924ad4840. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Algorithm":"Gradient Boosting"}. This record does not assert independent reproduction. ### TabPFN MAE (%): 2.87. Result ID: 69c3de9247f34ce924ad485e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Protocol":"m.a.f.t. (multitask adapter fine-tuning)"}. This record does not assert independent reproduction. ### TabPFN MAE (%): 2.874. Result ID: 69c3de9247f34ce924ad485d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Protocol":"m.f.t. (multitask fine-tuning)"}. This record does not assert independent reproduction. ### TabPFN MAE (%): 2.901. Result ID: 69c3de9247f34ce924ad485c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Protocol":"s.f.t. (single-task fine-tuning)"}. This record does not assert independent reproduction. ### TabPFN MAE (%): 2.917. Result ID: 69c3de9247f34ce924ad485b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning Protocol":"n.f.t. (no fine-tuning)"}. This record does not assert independent reproduction. ### MultiTab MAE (%): 2.922. Result ID: 69c3de9147f34ce924ad483f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Strategy":"Multi-Tabular Learning"}. This record does not assert independent reproduction. ### PLE MAE (%): 2.924. Result ID: 69c3de9147f34ce924ad483b. [Reporting paper]() Recorded evaluation configuration: {"Learning Strategy":"Progressive Layered Extraction"}. This record does not assert independent reproduction. ### STEM MAE (%): 2.927. Result ID: 69c3de9147f34ce924ad483c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Strategy":"Shared-Task Enhanced Model"}. This record does not assert independent reproduction. ### MMoE MAE (%): 2.933. Result ID: 69c3de9147f34ce924ad483a. [Reporting paper]() Recorded evaluation configuration: {"Learning Strategy":"Mixture-of-Experts"}. This record does not assert independent reproduction. ### STL MAE (%): 2.963. Result ID: 69c3de9147f34ce924ad4838. [Reporting paper]() Recorded evaluation configuration: {"Learning Strategy":"Single Task Learning"}. This record does not assert independent reproduction. ### SAINT MAE (%): 2.964. Result ID: 69c3de9147f34ce924ad483e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Transformer-based"}. This record does not assert independent reproduction. ### XGBoost MAE (%): 2.976. Result ID: 69c3de9247f34ce924ad485a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Algorithm":"Gradient Boosting"}. This record does not assert independent reproduction. ### FT-Transformer MAE (%): 2.99. Result ID: 69c3de9147f34ce924ad483d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Transformer-based"}. This record does not assert independent reproduction. ### MTL MAE (%): 3.026. Result ID: 69c3de9147f34ce924ad4839. [Reporting paper]() Recorded evaluation configuration: {"Learning Strategy":"Multi-Task Learning"}. This record does not assert independent reproduction. ### MultiTab MAE (%): 3.103. Result ID: 69c3de9147f34ce924ad4859. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Strategy":"Multi-Tabular Learning"}. This record does not assert independent reproduction. ### STEM MAE (%): 3.126. Result ID: 69c3de9147f34ce924ad4856. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Strategy":"Shared-Task Enhanced Model"}. This record does not assert independent reproduction. ### MMoE MAE (%): 3.148. Result ID: 69c3de9147f34ce924ad4854. [Reporting paper]() Recorded evaluation configuration: {"Learning Strategy":"Mixture-of-Experts"}. This record does not assert independent reproduction. ### PLE MAE (%): 3.164. Result ID: 69c3de9147f34ce924ad4855. [Reporting paper]() Recorded evaluation configuration: {"Learning Strategy":"Progressive Layered Extraction"}. This record does not assert independent reproduction. ### STL MAE (%): 3.18. Result ID: 69c3de9147f34ce924ad4852. [Reporting paper]() Recorded evaluation configuration: {"Learning Strategy":"Single Task Learning"}. This record does not assert independent reproduction. ### MTL MAE (%): 3.187. Result ID: 69c3de9147f34ce924ad4853. [Reporting paper]() Recorded evaluation configuration: {"Learning Strategy":"Multi-Task Learning"}. This record does not assert independent reproduction. ### SAINT MAE (%): 3.207. Result ID: 69c3de9147f34ce924ad4858. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Transformer-based"}. This record does not assert independent reproduction. ### FT-Transformer MAE (%): 3.22. Result ID: 69c3de9147f34ce924ad4857. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Transformer-based"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.