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Code Generation on LiveCodeBench

90.7Pass@1

Gemini-3.0 Pro

Updated 4d ago

Evaluation Results

Method	Links
Gemini-3.0 Pro 2025.12		90.7
GPT-5 High 2025.12		84.5
DeepSeek-V3.2 2025.12		83.3
MiniMax M2 2025.12		83
Kimi-K2 2025.12		82.6
DreamPRM-Code 2025.12		80.9
ORM 2025.12		79.4
O4-mini-high 2025.12		77.1
Gemini-2.5 2025.12		72.5
Qwen3-Think-30A3B 2025.12		72.04
O3 2025.12		71.8
Qwen3-Think-30A3B 2025.12		69.3
DeepSeek-R1 2025.12		68.7
Qwen3-Think-30A3B 2025.12		68.69
Qwen3-Think-30A3B 2025.12		68.39
Qwen3-Think-30A3B 2025.12		67.78
Qwen3-Think-30A3B 2025.12		67.48
Qwen3-Think-30A3B 2025.12		65.65
Qwen3-4B-Thinking 2025.12		64.13
Claude-4.5-Sonnet 2025.12		64
Qwen3-4B-Thinking 2025.12		63.83
Qwen3-4B-Thinking 2025.12		63.53
Full 2026.02		63.4
Qwen3-4B-Thinking 2025.12		62.61
Qwen3-4B-Thinking 2025.12		62.31
Qwen3-4B-Thinking 2025.12		62.01
ForesightKV(w/o RL) 2026.02		61.5
ForesightKV 2026.02		61.1
DeepCoder-14B-Preview 2025.12		61.09
Qwen3-4B-Thinking 2025.12		60.79
DeepCoder-14B-Preview 2025.12		59.88
DeepCoder-14B-Preview 2025.12		59.57
Qwen3-8B 2025.12		59.57
DeepCoder-14B-Preview 2025.12		58.36
Qwen3-8B 2025.12		58.31
Qwen3-8B 2025.12		58.05
DeepSeek-R1-Distill-Llama-70B 2025.01		57.5
DeepSeek-R1-Distill-Qwen-32B 2025.01		57.2
DeepCoder-14B-Preview 2025.12		57.14
Qwen3-8B 2025.12		57.14
Qwen3-8B 2025.12		56.53
Qwen3-8B 2025.12		56.53
DeepCoder-14B-Preview 2025.12		56.23
ForesightKV(w/o RL) 2026.02		55.7
ForesightKV 2026.02		55.7
DeepCoder-14B-Preview 2025.12		55.32
Qwen3-8B 2025.12		53.19
DeepSeek-R1-Distill-Qwen-14B 2025.01		53.1
R-KV 2026.02		52
SnapKV 2026.02		48.1
H2O 2026.02		42.5
Qwen3-Coder-30A3B 2025.12		41.34
Qwen3-Coder-30A3B 2025.12		39.82
Qwen3-Coder-30A3B 2025.12		39.82
DeepSeek-R1-Distill-Llama-8B 2025.01		39.6
Qwen3-Coder-30A3B 2025.12		39.21
Claude-3.5-Sonnet-1022 2025.01		38.9
Qwen3-Coder-30A3B 2025.12		38.3
Qwen3-Coder-30A3B 2025.12		38.3
Qwen3-Coder-30A3B 2025.12		37.69
DeepSeek-R1-Distill-Qwen-7B 2025.01		37.6
GPT-4o-2024-08-06 2025.12		34.6
R-KV 2026.02		34.4
GPT-4o-0513 2025.01		32.9
Claude-3.5-Sonnet-20241022 2025.12		31.6
Qwen2.5-Coder-32B-Instruct 2025.12		31.4
H2O 2026.02		28.3
DS-Coder-V2-Instruct 2025.12		27.9
SnapKV 2026.02		27
DS-Coder-V2-Lite-Instruct 2025.12		24.3
Qwen2.5-Coder-14B-Instruct 2025.12		23.4
OpenCoder-8B-Instruct 2025.12		23.2
UCoder-7B 2025.12		22.9
UCoder-32B 2025.12		21.4
DS-Coder-33B-Instruct 2025.12		21.3
UCoder-14B 2025.12		20.6
Qwen2.5-Coder-7B-Instruct 2025.12		18.2
DeepSeek-R1-Distill-Qwen-1.5B 2025.01		16.9
DS-Coder-6.7B-Instruct 2025.12		15.5
Starcoder2-15B-Instruct-v0.1 2025.12		12.1
CodeLlama-34B-Instruct 2025.12		8.4
CodeLlama-7B-Instruct 2025.12		7.1
CodeLlama-13B-Instruct 2025.12		6.1
DeepSeek-R1 2025.01		0.659
OpenAI-o1-1217 2025.01		0.634
OpenAI-o1-mini 2025.01		0.538
Claude-3.5-Sonnet-1022 2025.01		0.389
DeepSeek-V3 2025.01		0.362
GPT-4o-0513 2025.01		0.329