DeepSeek LLM 2.0 vs DeepSeek V3.2 (Thinking)

Side-by-side benchmark comparison across knowledge, coding, math, and reasoning.

Quick Verdict

DeepSeek V3.2 (Thinking) wins overall with a score of 69 vs 63 (6 point difference).DeepSeek V3.2 (Thinking) wins 4 out of 4 categories.

Knowledge

DeepSeek V3.2 (Thinking)

DeepSeek LLM 2.0

76.8

DeepSeek V3.2 (Thinking)

84

79
MMLU
87
78
GPQA
85
76
SuperGPQA
83
74
OpenBookQA
81

Coding

DeepSeek V3.2 (Thinking)

DeepSeek LLM 2.0

73

DeepSeek V3.2 (Thinking)

79

73
HumanEval
79

Mathematics

DeepSeek V3.2 (Thinking)

DeepSeek LLM 2.0

79

DeepSeek V3.2 (Thinking)

86

80
AIME 2023
87
82
AIME 2024
89
81
AIME 2025
88
76
HMMT Feb 2023
83
78
HMMT Feb 2024
85
77
HMMT Feb 2025
84
79
BRUMO 2025
86

Reasoning

DeepSeek V3.2 (Thinking)

DeepSeek LLM 2.0

76

DeepSeek V3.2 (Thinking)

82

77
SimpleQA
83
75
MuSR
81

Frequently Asked Questions

Which is better, DeepSeek LLM 2.0 or DeepSeek V3.2 (Thinking)?

DeepSeek V3.2 (Thinking) scores higher overall with 69 vs 63, a difference of 6 points across all benchmarks.

Which is better for knowledge tasks, DeepSeek LLM 2.0 or DeepSeek V3.2 (Thinking)?

DeepSeek V3.2 (Thinking) leads in knowledge tasks with an average score of 84 vs 76.8.

Which is better for coding, DeepSeek LLM 2.0 or DeepSeek V3.2 (Thinking)?

DeepSeek V3.2 (Thinking) leads in coding with an average score of 79 vs 73.

Which is better for math, DeepSeek LLM 2.0 or DeepSeek V3.2 (Thinking)?

DeepSeek V3.2 (Thinking) leads in math with an average score of 86 vs 79.

Which is better for reasoning, DeepSeek LLM 2.0 or DeepSeek V3.2 (Thinking)?

DeepSeek V3.2 (Thinking) leads in reasoning with an average score of 82 vs 76.