List your company

Code Generation on Code

98.7AccuracyM2CL
61.46871.13480.890.466Mar 7, 2024Jul 1, 2024Oct 25, 2024Feb 18, 2025Jun 14, 2025Oct 8, 2025Feb 2, 2026

Evaluation results

MethodLinks
M2CLModel=Qwen-14B, Number of LLMs=642026.0298.7
M2CLModel=Qwen-72B, Number of LLMs=642026.0297.5
M2CLModel=Llama-70B, Number of LLMs=162026.0297.2
M2CLBackbone=Qwen-72B, Number of LLMs=322026.0295.9
M2CLBackbone=Qwen-14B, Number of LLMs=322026.0294.9
M2CLModel=Qwen-72B, Number of LLMs=162026.0294.4
M2CLBackbone=Llama-70B, Number of LLMs=322026.0293.7
M2CLModel=Qwen-14B, Number of LLMs=162026.0293.3
M2CLModel=Llama-70B, Number of LLMs=642026.0292
MacNetModel=Qwen-14B, Number of LLMs=642026.0291.2
M2CLBackbone=Qwen-14B, Number of LLMs=82026.0291.1
M2CLBackbone Model=Qwen-14B, Number of LLMs=42026.0291.1
M2CLBackbone=Qwen-72B, Number of LLMs=82026.0290.7
M2CLBackbone Model=Qwen-72B, Number of LLMs=42026.0290.7
M2CLModel=Qwen-7B, Number of LLMs=642026.0290.2
M2CLBase Model=Qwen-72B, Number of LLMs=42026.0288.3
M2CLBackbone=Qwen-7B, Number of LLMs=322026.0287.3
MacNetModel=Qwen-72B, Number of LLMs=642026.0286.7
M2CLBase Model=Qwen-14B, Number of LLMs=42026.0286.5
M2CLModel=Qwen-7B, Number of LLMs=162026.0284.9
GPTSwarmModel=Qwen-72B, Number of LLMs=642026.0284
DyLANModel=Qwen-72B, Number of LLMs=642026.0283.9
MacNetBackbone=Qwen-14B, Number of LLMs=322026.0283
DyLANBackbone=Qwen-72B, Number of LLMs=322026.0282.7
M2CLModel=Llama-14B, Number of LLMs=642026.0282.5
GPTSwarmBackbone=Qwen-72B, Number of LLMs=322026.0282.2
DyLANModel=Qwen-72B, Number of LLMs=162026.0281.4
GPTSwarmModel=Qwen-72B, Number of LLMs=162026.0281.1
M2CLBackbone=Llama-70B, Number of LLMs=82026.0281
DyLANBackbone=Qwen-72B, Number of LLMs=82026.0280.4
DyLANBackbone Model=Qwen-72B, Number of LLMs=42026.0280.4
GPTSwarmModel=Qwen-14B, Number of LLMs=642026.0280.4
M2CLBackbone=Qwen-7B, Number of LLMs=82026.0280.3
M2CLBackbone Model=Qwen-7B, Number of LLMs=42026.0280.3
DyLANModel=Qwen-14B, Number of LLMs=642026.0280.1
MacNetBackbone=Qwen-72B, Number of LLMs=322026.0279.9
MacNetModel=Qwen-7B, Number of LLMs=642026.0279.8
GPTSwarmBackbone=Qwen-72B, Number of LLMs=82026.0279.6
GPTSwarmBackbone Model=Qwen-72B, Number of LLMs=42026.0279.6
DebateModel=Qwen-72B, Number of LLMs=642026.0278.9
DyLANBackbone=Qwen-14B, Number of LLMs=322026.0278.9
GPTSwarmBackbone=Qwen-14B, Number of LLMs=322026.0278.9
GPTSwarmModel=Qwen-14B, Number of LLMs=162026.0278.4
DyLANModel=Qwen-14B, Number of LLMs=162026.0278.2
M2CLBase Model=Qwen-7B, Number of LLMs=42026.0276.8
DyLANBackbone=Qwen-14B, Number of LLMs=82026.0276.6
DyLANBackbone Model=Qwen-14B, Number of LLMs=42026.0276.6
GPTSwarmBackbone=Qwen-14B, Number of LLMs=82026.0275.9
GPTSwarmBackbone Model=Qwen-14B, Number of LLMs=42026.0275.9
DebateModel=Qwen-14B, Number of LLMs=642026.0275.8
M2CLBackbone=Llama-14B, Number of LLMs=322026.0275.6
MacNetModel=Qwen-14B, Number of LLMs=162026.0274.8
DebateBackbone=Qwen-72B, Number of LLMs=322026.0274.5
MacNetBackbone=Qwen-7B, Number of LLMs=322026.0273.7
MacNetModel=Qwen-72B, Number of LLMs=162026.0272.6
BoNModel=Qwen-72B, Number of LLMs=162026.0272.2
BoNBackbone=Qwen-72B, Number of LLMs=82026.0272.2
Best-of-N (BoN)Backbone Model=Qwen-72B, Number of LLMs=42026.0272.2
BoNModel=Qwen-72B, Number of LLMs=642026.0272.2
BoNBackbone=Qwen-72B, Number of LLMs=322026.0272.2
BoNBase Model=Qwen-72B, Number of LLMs=42026.0272.2
DebateBackbone=Qwen-14B, Number of LLMs=322026.0271.8
DebateModel=Qwen-72B, Number of LLMs=162026.0271.6
DyLANBase Model=Qwen-72B, Number of LLMs=42026.0271.3
M2CLBase Model=Llama-70B, Number of LLMs=42026.0270.6
MacNetBackbone=Qwen-72B, Number of LLMs=82026.0270.5
MacNetBackbone Model=Qwen-72B, Number of LLMs=42026.0270.5
MacNetBackbone=Qwen-14B, Number of LLMs=82026.0270.4
MacNetBackbone Model=Qwen-14B, Number of LLMs=42026.0270.4
DebateModel=Qwen-14B, Number of LLMs=162026.0270.1
GPTSwarmBase Model=Qwen-72B, Number of LLMs=42026.0269.7
MacNetModel=Qwen-7B, Number of LLMs=162026.0269.4
BoNModel=Qwen-14B, Number of LLMs=162026.0269.4
BoNBackbone=Qwen-14B, Number of LLMs=82026.0269.4
Best-of-N (BoN)Backbone Model=Qwen-14B, Number of LLMs=42026.0269.4
BoNModel=Qwen-14B, Number of LLMs=642026.0269.4
BoNBackbone=Qwen-14B, Number of LLMs=322026.0269.4
BoNBase Model=Qwen-14B, Number of LLMs=42026.0269.4
DebateBackbone=Qwen-72B, Number of LLMs=82026.0269.1
DebateBackbone Model=Qwen-72B, Number of LLMs=42026.0269.1
GPTSwarmBase Model=Qwen-14B, Number of LLMs=42026.0268.1
MacNetBase Model=Qwen-72B, Number of LLMs=42026.0268.1
GPTSwarmModel=Qwen-7B, Number of LLMs=642026.0268
DyLANBase Model=Qwen-14B, Number of LLMs=42026.0267.9
GPTSwarmBackbone=Qwen-7B, Number of LLMs=322026.0267.8
DyLANModel=Qwen-7B, Number of LLMs=642026.0267.5
DebateBackbone=Qwen-14B, Number of LLMs=82026.0266.9
DebateBackbone Model=Qwen-14B, Number of LLMs=42026.0266.9
DebateBase Model=Qwen-72B, Number of LLMs=42026.0266.7
DebateModel=Qwen-7B, Number of LLMs=642026.0266.6
DyLANBackbone=Qwen-7B, Number of LLMs=322026.0266.5
GPTSwarmModel=Qwen-7B, Number of LLMs=162026.0266.2
M2CLModel=Llama-14B, Number of LLMs=162026.0266.1
GPT-42024.0365.3
SkyworkSize=13B2024.0364.9
DyLANModel=Qwen-7B, Number of LLMs=162026.0264.8
DebateBackbone=Qwen-7B, Number of LLMs=322026.0264.3
DyLANBackbone=Qwen-7B, Number of LLMs=82026.0263.4
DyLANBackbone Model=Qwen-7B, Number of LLMs=42026.0263.4
MacNetBase Model=Qwen-14B, Number of LLMs=42026.0262.9