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Math Reasoning on MATH 200 samples (test)

75Accuracy

Plan & Solve Prompting

Updated 4d ago

Evaluation Results

Method	Links
Plan & Solve Prompting 2025.04		75	-
Trace-of-Thought Prompting 2025.04		68	-
Chain-of-Thought Prompting 2025.04		66	-
CNTP + SC (Ours + SC) 2025.07		57.5	34.5
Standard Prompting 2025.04		57.5	-
SC 2025.07		56	11.7
Plan & Solve Prompting 2025.04		56	-
Trace-of-Thought Prompting 2025.04		56	-
Trace-of-Thought Prompting 2025.04		55	-
Chain-of-Thought Prompting 2025.04		52	-
Beam Search 2025.07		48	1.46
CNTP (Ours*) 2025.07		47.1	0.87
Standard Prompting 2025.04		46.5	-
Standard Prompting 2025.04		44.5	-
Trace-of-Thought Prompting 2025.04		42.5	-
Greedy Decoding 2025.07		41.5	0.29
Stochastic Decoding* 2025.07		41.5	0.29
Trace-of-Thought Prompting 2025.04		41	-
Trace-of-Thought Prompting 2025.04		40.5	-
Plan & Solve Prompting 2025.04		37	-
Chain-of-Thought Prompting 2025.04		35.5	-
Chain-of-Thought Prompting 2025.04		33.5	-
Trace-of-Thought Prompting 2025.04		30.5	-
Standard Prompting 2025.04		30.5	-
Plan & Solve Prompting 2025.04		30	-
Trace-of-Thought Prompting 2025.04		23	-
Trace-of-Thought Prompting 2025.04		14.5	-
Trace-of-Thought Prompting 2025.04		13.5	-
Chain-of-Thought Prompting 2025.04		12	-
Plan & Solve Prompting 2025.04		9	-
Trace-of-Thought Prompting 2025.04		8	-
Chain-of-Thought Prompting 2025.04		7	-
Standard Prompting 2025.04		7	-
Standard Prompting 2025.04		6.5	-
Trace-of-Thought Prompting 2025.04		6.5	-
Plan & Solve Prompting 2025.04		5	-