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ResearchFormerly WizWand

Mathematical Problem Solving on Code2Math

98Accuracy RatioGemini-3-Pro-Thinking
73.0479.528692.48Mar 3, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Gemini-3-Pro-ThinkingEvolver LLM=DeepSeek-Chat, Solver LLM=Gemini-3-Pro-Thinking, Source Type=Open source2026.03981679
Gemini-3-Pro-ThinkingEvolver LLM=DeepSeek-Reasoner, Solver LLM=Gemini-3-Pro-Thinking, Source Type=Open source2026.039848840
Gemini-3-Pro-ThinkingEvolver LLM=Qwen3-235B-A22B-Thinking, Solver LLM=Gemini-3-Pro-Thinking, Source Type=Open source2026.039820182
Gemini-3-Pro-ThinkingEvolver LLM=Gemini-3-Flash-Thinking, Solver LLM=Gemini-3-Pro-Thinking, Source Type=Close source2026.0398562432
Gemini-3-Pro-ThinkingEvolver LLM=GPT-5.2-Medium, Solver LLM=Gemini-3-Pro-Thinking, Source Type=Close source2026.0398705218
Gemini-3-Pro-ThinkingEvolver LLM=GPT-5.2-High, Solver LLM=Gemini-3-Pro-Thinking, Source Type=Close source2026.039870619
DeepSeek-ReasonerEvolver LLM=DeepSeek-Chat, Solver LLM=DeepSeek-Reasoner, Source Type=Open source2026.03941697
DeepSeek-ReasonerEvolver LLM=DeepSeek-Reasoner, Solver LLM=DeepSeek-Reasoner, Source Type=Open source2026.0394483612
DeepSeek-ReasonerEvolver LLM=Qwen3-235B-A22B-Thinking, Solver LLM=DeepSeek-Reasoner, Source Type=Open source2026.039420191
DeepSeek-ReasonerEvolver LLM=Gemini-3-Flash-Thinking, Solver LLM=DeepSeek-Reasoner, Source Type=Close source2026.0394563521
DeepSeek-ReasonerEvolver LLM=GPT-5.2-Medium, Solver LLM=DeepSeek-Reasoner, Source Type=Close source2026.0394705515
DeepSeek-ReasonerEvolver LLM=GPT-5.2-High, Solver LLM=DeepSeek-Reasoner, Source Type=Close source2026.039470646
DeepSeek-ChatEvolver LLM=DeepSeek-Chat, Solver LLM=DeepSeek-Chat, Source Type=Open source2026.038316193
Seed-2.0-ProEvolver LLM=DeepSeek-Chat, Solver LLM=Seed-2.0-Pro, Source Type=Open source2026.03831697
DeepSeek-ChatEvolver LLM=DeepSeek-Reasoner, Solver LLM=DeepSeek-Chat, Source Type=Open source2026.0383483414
Seed-2.0-ProEvolver LLM=DeepSeek-Reasoner, Solver LLM=Seed-2.0-Pro, Source Type=Open source2026.0383482622
DeepSeek-ChatEvolver LLM=Qwen3-235B-A22B-Thinking, Solver LLM=DeepSeek-Chat, Source Type=Open source2026.038320155
Seed-2.0-ProEvolver LLM=Qwen3-235B-A22B-Thinking, Solver LLM=Seed-2.0-Pro, Source Type=Open source2026.038320119
DeepSeek-ChatEvolver LLM=Gemini-3-Flash-Thinking, Solver LLM=DeepSeek-Chat, Source Type=Close source2026.0383563323
Seed-2.0-ProEvolver LLM=Gemini-3-Flash-Thinking, Solver LLM=Seed-2.0-Pro, Source Type=Close source2026.0383562432
DeepSeek-ChatEvolver LLM=GPT-5.2-Medium, Solver LLM=DeepSeek-Chat, Source Type=Close source2026.0383705911
Seed-2.0-ProEvolver LLM=GPT-5.2-Medium, Solver LLM=Seed-2.0-Pro, Source Type=Close source2026.0383705119
DeepSeek-ChatEvolver LLM=GPT-5.2-High, Solver LLM=DeepSeek-Chat, Source Type=Close source2026.038370700
Seed-2.0-ProEvolver LLM=GPT-5.2-High, Solver LLM=Seed-2.0-Pro, Source Type=Close source2026.038370619
Kimi-K2-ThinkingEvolver LLM=DeepSeek-Chat, Solver LLM=Kimi-K2-Thinking, Source Type=Open source2026.037416115
Kimi-K2-ThinkingEvolver LLM=DeepSeek-Reasoner, Solver LLM=Kimi-K2-Thinking, Source Type=Open source2026.037448399
Kimi-K2-ThinkingEvolver LLM=Qwen3-235B-A22B-Thinking, Solver LLM=Kimi-K2-Thinking, Source Type=Open source2026.037420146
Kimi-K2-ThinkingEvolver LLM=Gemini-3-Flash-Thinking, Solver LLM=Kimi-K2-Thinking, Source Type=Close source2026.0374562828
Kimi-K2-ThinkingEvolver LLM=GPT-5.2-Medium, Solver LLM=Kimi-K2-Thinking, Source Type=Close source2026.0374705812
Kimi-K2-ThinkingEvolver LLM=GPT-5.2-High, Solver LLM=Kimi-K2-Thinking, Source Type=Close source2026.037470673