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Benchmarks
Symbolic Regression on LSR-Transform
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42.34
SA (%)
KeplerAgent
4.8584
14.5892
24.32
34.0508
Feb 12, 2026
Mar 2, 2026
Mar 21, 2026
Apr 8, 2026
Apr 27, 2026
May 15, 2026
Jun 3, 2026
SA (%)
NMSE
Runtime (s)
Tokens used (k)
Updated 1mo ago
Evaluation Results
Method
Method
Links
SA (%)
NMSE
Runtime (s)
Tokens used (k)
KeplerAgent
Number of runs (@k)=3,...
2026.02
42.34
1.21
698
125
PySR
Description=Representa...
2026.02
37.84
2.82
2,440
-
KeplerAgent
Number of runs (@k)=1,...
2026.02
35.14
1.5
238
42
LLM-SR
Base LLM=GPT-4o-mini
2026.02
31.53
0.09
2,118
209
Deliberate Evolution
Backbone=Qwen3-4B-Inst...
2026.06
18
-
-
-
LLMDirect
Backbone=Qwen3-4B-Inst...
2026.06
13.5
-
-
-
LLM-SR
Backbone=Qwen3-4B-Inst...
2026.06
9.9
-
-
-
LASR
Backbone=Qwen3-4B-Inst...
2026.06
8.1
-
-
-
SGA
Backbone=Qwen3-4B-Inst...
2026.06
6.3
-
-
-
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