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Symbolic Regression research benchmarks – Page 14 · SOTA2 Research

Symbolic Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

AI-Feynman 100 (original)

72Recovery Rate

1

Jun 9, 2026

Feynman Symbolic Regression Database 45 equations

Additive Atomic Forests

14Pass Count

1

May 12, 2026

LSR-Synth (test)

—

—Overall Accuracy (Tol 0.01)

0

Feb 26, 2026

Synthetic Data Hybrid Mode Mixture (test)

—

—Reconstruction Acc (Mean)

0

Feb 26, 2026

Synthetic Data Hybrid Mode (test)

—

—MSE (d=10)

0

Feb 26, 2026

Synthetic Data Interact Mode (test)

—

—MSE (d=10)

0

Feb 26, 2026

Synthetic Data Pure Mode (test)

—

—Mean MSE (d=10)

0

Feb 26, 2026

LSR-Synth Material Science Llama-3.1-8B-Instruct (test)

—

—SA (%)

0

Feb 26, 2026

LSR-Synth Physics Llama-3.1-8B-Instruct (test)

—

—SA (%)

0

Feb 26, 2026

LSR-Synth Biology Llama-3.1-8B-Instruct (test)

—

—SA (%)

0

Feb 26, 2026

LSR-Synth Chemistry Llama-3.1-8B-Instruct (test)

—

—SA (%)

0

Feb 26, 2026

LSR-Transform Llama-3.1-8B-Instruct (test)

—

—SA (%)

0

Feb 26, 2026

Feynman Equations 100 physics equations noisy

—

—Primary metric

0

Feb 26, 2026

Page 14 of 14

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Feynman Feynman Problem LLM-SRBENCH Nguyen Expression

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