List your company
ResearchFormerly WizWand

Code Generation on LiveCodeBench (LCB) V6 (Pass@1)

76.9Pass@1Nanbeige4.1-3B
26.09639.285552.47565.6645Feb 13, 2026Mar 8, 2026Apr 1, 2026Apr 25, 2026May 19, 2026Jun 12, 2026Jul 6, 2026
Updated 3mo ago

Evaluation results

MethodLinks
Nanbeige4.1-3BParameters=3B2026.0276.9
Qwen3-Next-80B-A3BParameters=80B2026.0268.7
Qwen3-30B-A3B-2507Parameters=30B2026.0266
Qwen3-4B-2507Parameters=4B2026.0257.4
Qwen3-32BParameters=32B2026.0255.7
VPDBackbone=Qwen3-8B, Thinking Mode=off2026.0549.62
SDPO+RL (Joint Loss)Backbone=Qwen3-8B, Thinking Mode=off2026.0547.52
SDPOBackbone=Qwen3-8B, Thinking Mode=off2026.0547.33
SDPO+RL (Adv Reshape)Backbone=Qwen3-8B, Thinking Mode=off2026.0546.95
Nanbeige4-3B-2511Parameters=3B2026.0246
GRPOBackbone=Qwen3-8B, Thinking Mode=off2026.0545.61
SDPO+RL (Adv Reweight)Backbone=Qwen3-8B, Thinking Mode=off2026.0544.85
DMSModel=Qwen3-4B, Compression Ratio=75%2026.0737
StreamLLMModel=Qwen3-4B, Compression Ratio=75%2026.0736
TeacherModel=Qwen3-4B2026.0735
KVPOP_mlpModel=Qwen3-4B, Compression Ratio=75%2026.0735
StreamLLMModel=Qwen3-4B, Compression Ratio=88%2026.0735
TOVAModel=Qwen3-4B, Compression Ratio=88%2026.0735
DMSModel=Qwen3-4B, Compression Ratio=88%2026.0735
KVPOP_mlpModel=Qwen3-4B, Compression Ratio=88%2026.0735
TOVAModel=Qwen3-4B, Compression Ratio=75%2026.0734
KVPOPModel=Qwen3-4B, Compression Ratio=88%2026.0734
KVPOPModel=Qwen3-4B, Compression Ratio=75%2026.0733
StreamLLM+Model=Qwen3-4B, Compression Ratio=75%2026.0732
StreamLLM+Model=Qwen3-4B, Compression Ratio=88%2026.0729
Qwen3-8BBackbone=Qwen3-8B, Thinking Mode=off2026.0528.05