Benchmarks
FerroalloysFerroalloy Quality IntelligenceChemistry prediction

Ferroalloy Composition Prediction

Predict tapped alloy composition from furnace charge and operating conditions. Lower MAE is better.

Metric

MAE (wt%)

Baseline

Ferroalloy Composition Predictor

Submissions

11

Updated

2026-06-04

Leaderboard

RankSubmitterModelTypeScoreDate
1materealfeall-composition-predictorSynthetic-data model0.302026-06-04
2t.bergfurnace-mlpBaseline model0.332026-05-28
3a.costalinearBaseline model0.442026-05-20

Entries are reference and research submissions on the open split. Scores are illustrative and require plant-specific validation for industrial use.

Task definition

Evaluation metric

MAE (wt%)

Submission rules

  1. 1

    Report mean MAE across reported elements.

Discussion

  • s.

    s.iyer

    ML researcher · 2d

    Question

    Are ensemble submissions allowed, or single-model only? Worth stating explicitly in the rules.

    7
  • ma

    matereal

    Maintainer · 2d

    Comment

    Ensembles are allowed if reproducible from the submitted artifacts. We'll clarify in the next rules revision.

    5
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