Data Selection

Benchmarks

Dataset Name	SOTA Method	Metric
MedMCQA (fresh candidate pool)	CSA-Based	Accuracy57.4	34	1d ago
Navtrain (val)	MOSAIC	EPDMS90.31	30	1mo ago
QWEN3-4B		Wall-clock Time1	8	6d ago
LLM Training Data Selection	JoBS	Selection Time (hours)13.3	5	3mo ago
election	Bipartite	Accuracy71.5	4	2d ago
10k (train)	V-JEPA	Total Selection Time3	4	3mo ago
The Cauldron (full)	CVS	GPU Hours10.5	3	2mo ago
fried	DataOob	Accuracy82.6	2	2d ago
electricity	Bipartite	Accuracy72.2	2	2d ago
digits	Bipartite	Accuracy90.1	2	2d ago
MiniBooNE	Bipartite	Accuracy80.4	2	2d ago
bbc-embeddings	Bipartite	Accuracy94.6	2	2d ago
nomao	DataOob	Accuracy90.2	2	2d ago
2dplanes	DataOob	Accuracy82.5	2	2d ago
fried (test)	DynamicProgramming	Accuracy73.6	1	2d ago
electricity (test)	DynamicProgramming	Accuracy68.1	1	2d ago
election (test)	DynamicProgramming	Accuracy54.9	1	2d ago
digits (test)	DynamicProgramming	Accuracy17.7	1	2d ago
MiniBooNE (test)	DynamicProgramming	Accuracy75.3	1	2d ago
bbc-embeddings (test)	DynamicProgramming	Accuracy69.8	1	2d ago
nomao (test)	DynamicProgramming	Accuracy (test)84.2	1	2d ago
2dplanes (test)	DynamicProgramming	Accuracy74.1	1	2d ago

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