model_id large_stringclasses 6
values | benchmark large_stringclasses 4
values | scenario large_stringclasses 4
values | n_problems int64 164 1.06k | pass_at_1 float64 0.26 0.91 | pass_at_1_ci_low float64 0.23 0.87 | pass_at_1_ci_high float64 0.28 0.96 | pass_at_1_base float64 0.63 0.94 ⌀ | pass_at_1_plus float64 0.57 0.91 ⌀ | n_samples_per_problem int64 1 1 | sampling large_stringclasses 1
value | hub_license large_stringclasses 3
values | osi_approved bool 2
classes | harness large_stringclasses 3
values | serving large_stringclasses 1
value | dtype large_stringclasses 1
value | contamination large_stringclasses 3
values | pass_at_1_clean float64 0.18 0.3 ⌀ | n_clean float64 0 535 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Qwen/Qwen2.5-Coder-32B-Instruct | cruxeval | cruxeval_i | 800 | 0.6787 | 0.645 | 0.7113 | null | null | 1 | greedy(temp=0) | apache-2.0 | true | cruxeval(direct,2-shot) | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
Qwen/Qwen2.5-Coder-14B-Instruct | cruxeval | cruxeval_i | 800 | 0.63 | 0.5962 | 0.6637 | null | null | 1 | greedy(temp=0) | apache-2.0 | true | cruxeval(direct,2-shot) | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
Qwen/Qwen3-Coder-30B-A3B-Instruct | cruxeval | cruxeval_i | 800 | 0.6138 | 0.58 | 0.6475 | null | null | 1 | greedy(temp=0) | apache-2.0 | true | cruxeval(direct,2-shot) | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
Qwen/Qwen2.5-Coder-7B-Instruct | cruxeval | cruxeval_i | 800 | 0.5487 | 0.5138 | 0.5825 | null | null | 1 | greedy(temp=0) | apache-2.0 | true | cruxeval(direct,2-shot) | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | cruxeval | cruxeval_i | 800 | 0.4037 | 0.37 | 0.4375 | null | null | 1 | greedy(temp=0) | deepseek-license (non-OSI) | false | cruxeval(direct,2-shot) | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
Qwen/Qwen3-Coder-30B-A3B-Instruct | cruxeval | cruxeval_o | 800 | 0.6587 | 0.6262 | 0.6925 | null | null | 1 | greedy(temp=0) | apache-2.0 | true | cruxeval(direct,2-shot) | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
Qwen/Qwen2.5-Coder-32B-Instruct | cruxeval | cruxeval_o | 800 | 0.6412 | 0.6075 | 0.675 | null | null | 1 | greedy(temp=0) | apache-2.0 | true | cruxeval(direct,2-shot) | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
Qwen/Qwen2.5-Coder-14B-Instruct | cruxeval | cruxeval_o | 800 | 0.5988 | 0.5637 | 0.6338 | null | null | 1 | greedy(temp=0) | apache-2.0 | true | cruxeval(direct,2-shot) | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
Qwen/Qwen2.5-Coder-7B-Instruct | cruxeval | cruxeval_o | 800 | 0.5225 | 0.4888 | 0.5575 | null | null | 1 | greedy(temp=0) | apache-2.0 | true | cruxeval(direct,2-shot) | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | cruxeval | cruxeval_o | 800 | 0.4487 | 0.415 | 0.4825 | null | null | 1 | greedy(temp=0) | deepseek-license (non-OSI) | false | cruxeval(direct,2-shot) | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
Qwen/Qwen3-Coder-30B-A3B-Instruct | humanevalplus | default | 164 | 0.909 | 0.872 | 0.9573 | 0.939 | 0.909 | 1 | greedy(temp=0) | apache-2.0 | true | evalplus | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
Qwen/Qwen2.5-Coder-32B-Instruct | humanevalplus | default | 164 | 0.866 | 0.8171 | 0.9207 | 0.89 | 0.866 | 1 | greedy(temp=0) | apache-2.0 | true | evalplus | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
Qwen/Qwen2.5-Coder-14B-Instruct | humanevalplus | default | 164 | 0.823 | 0.7622 | 0.878 | 0.878 | 0.823 | 1 | greedy(temp=0) | apache-2.0 | true | evalplus | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
Qwen/Qwen2.5-Coder-7B-Instruct | humanevalplus | default | 164 | 0.799 | 0.7378 | 0.8598 | 0.854 | 0.799 | 1 | greedy(temp=0) | apache-2.0 | true | evalplus | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | humanevalplus | default | 164 | 0.756 | 0.7011 | 0.8232 | 0.793 | 0.756 | 1 | greedy(temp=0) | deepseek-license (non-OSI) | false | evalplus | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
bigcode/starcoder2-15b-instruct-v0.1 | humanevalplus | default | 164 | 0.573 | 0.5061 | 0.6585 | 0.634 | 0.573 | 1 | greedy(temp=0) | bigcode-openrail-m (non-OSI) | false | evalplus | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
Qwen/Qwen3-Coder-30B-A3B-Instruct | livecodebench | codegeneration | 1,055 | 0.5318 | 0.5014 | 0.5621 | null | null | 1 | greedy(temp=0) | apache-2.0 | true | livecodebench(vendored official codegen_metrics) | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | NO clean window (model released after v6 ends) | null | 0 |
Qwen/Qwen2.5-Coder-32B-Instruct | livecodebench | codegeneration | 1,055 | 0.4199 | 0.3905 | 0.4493 | null | null | 1 | greedy(temp=0) | apache-2.0 | true | livecodebench(vendored official codegen_metrics) | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | date-windowed clean subset reported (contest_date > model cutoff) | 0.3047 | 535 |
Qwen/Qwen2.5-Coder-14B-Instruct | livecodebench | codegeneration | 1,055 | 0.3659 | 0.3374 | 0.3953 | null | null | 1 | greedy(temp=0) | apache-2.0 | true | livecodebench(vendored official codegen_metrics) | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | date-windowed clean subset reported (contest_date > model cutoff) | 0.2262 | 535 |
Qwen/Qwen2.5-Coder-7B-Instruct | livecodebench | codegeneration | 1,055 | 0.2891 | 0.2616 | 0.3175 | null | null | 1 | greedy(temp=0) | apache-2.0 | true | livecodebench(vendored official codegen_metrics) | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | date-windowed clean subset reported (contest_date > model cutoff) | 0.1757 | 535 |
deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | livecodebench | codegeneration | 1,055 | 0.255 | 0.2294 | 0.2815 | null | null | 1 | greedy(temp=0) | deepseek-license (non-OSI) | false | livecodebench(vendored official codegen_metrics) | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | NO clean window (model released after v6 ends) | null | 0 |
Qwen/Qwen2.5-Coder-32B-Instruct | mbppplus | default | 378 | 0.767 | 0.7302 | 0.8122 | 0.886 | 0.767 | 1 | greedy(temp=0) | apache-2.0 | true | evalplus | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
Qwen/Qwen3-Coder-30B-A3B-Instruct | mbppplus | default | 378 | 0.765 | 0.7222 | 0.8069 | 0.889 | 0.765 | 1 | greedy(temp=0) | apache-2.0 | true | evalplus | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
Qwen/Qwen2.5-Coder-14B-Instruct | mbppplus | default | 378 | 0.743 | 0.7063 | 0.7937 | 0.862 | 0.743 | 1 | greedy(temp=0) | apache-2.0 | true | evalplus | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | mbppplus | default | 378 | 0.693 | 0.6508 | 0.7434 | 0.817 | 0.693 | 1 | greedy(temp=0) | deepseek-license (non-OSI) | false | evalplus | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
Qwen/Qwen2.5-Coder-7B-Instruct | mbppplus | default | 378 | 0.659 | 0.6217 | 0.7169 | 0.765 | 0.659 | 1 | greedy(temp=0) | apache-2.0 | true | evalplus | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
bigcode/starcoder2-15b-instruct-v0.1 | mbppplus | default | 378 | 0.651 | 0.6058 | 0.7011 | 0.77 | 0.651 | 1 | greedy(temp=0) | bigcode-openrail-m (non-OSI) | false | evalplus | vllm-0.23.0 (apptainer, sm_120 RTX Pro 6000) | bfloat16 | regression-only (likely in pretrain) | null | null |
benchForge Leaderboard (v1)
Reproducible code-LLM evaluation forged on idle TU Delft DAIC RTX Pro 6000 (Blackwell, sm_120) GPUs. vLLM 0.23 (apptainer), bf16, greedy temp=0, pass@1 with bootstrap-over-problems 95% CI. HumanEval+/MBPP+ via EvalPlus (pass_at_1=plus set); CRUXEval-I/-O = input/output prediction, Direct (no-CoT), 2-shot, execution-scored (comparable to the paper's Direct column).
Honest caveat: HumanEval+/MBPP+/CRUXEval are likely in pretraining corpora -> comparison/regression numbers, not contamination-free. Method+code: github.com/D4vidHuang/benchForge.
| model_id | benchmark | scenario | pass_at_1 | pass_at_1_ci_low | pass_at_1_ci_high | n_problems |
|---|---|---|---|---|---|---|
| Qwen/Qwen2.5-Coder-32B-Instruct | cruxeval | cruxeval_i | 0.6787 | 0.645 | 0.7113 | 800 |
| Qwen/Qwen2.5-Coder-14B-Instruct | cruxeval | cruxeval_i | 0.63 | 0.5962 | 0.6637 | 800 |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | cruxeval | cruxeval_i | 0.6138 | 0.58 | 0.6475 | 800 |
| Qwen/Qwen2.5-Coder-7B-Instruct | cruxeval | cruxeval_i | 0.5487 | 0.5138 | 0.5825 | 800 |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | cruxeval | cruxeval_i | 0.4037 | 0.37 | 0.4375 | 800 |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | cruxeval | cruxeval_o | 0.6587 | 0.6262 | 0.6925 | 800 |
| Qwen/Qwen2.5-Coder-32B-Instruct | cruxeval | cruxeval_o | 0.6412 | 0.6075 | 0.675 | 800 |
| Qwen/Qwen2.5-Coder-14B-Instruct | cruxeval | cruxeval_o | 0.5988 | 0.5637 | 0.6338 | 800 |
| Qwen/Qwen2.5-Coder-7B-Instruct | cruxeval | cruxeval_o | 0.5225 | 0.4888 | 0.5575 | 800 |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | cruxeval | cruxeval_o | 0.4487 | 0.415 | 0.4825 | 800 |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | humanevalplus | default | 0.909 | 0.872 | 0.9573 | 164 |
| Qwen/Qwen2.5-Coder-32B-Instruct | humanevalplus | default | 0.866 | 0.8171 | 0.9207 | 164 |
| Qwen/Qwen2.5-Coder-14B-Instruct | humanevalplus | default | 0.823 | 0.7622 | 0.878 | 164 |
| Qwen/Qwen2.5-Coder-7B-Instruct | humanevalplus | default | 0.799 | 0.7378 | 0.8598 | 164 |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | humanevalplus | default | 0.756 | 0.7011 | 0.8232 | 164 |
| bigcode/starcoder2-15b-instruct-v0.1 | humanevalplus | default | 0.573 | 0.5061 | 0.6585 | 164 |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | livecodebench | codegeneration | 0.5318 | 0.5014 | 0.5621 | 1055 |
| Qwen/Qwen2.5-Coder-32B-Instruct | livecodebench | codegeneration | 0.4199 | 0.3905 | 0.4493 | 1055 |
| Qwen/Qwen2.5-Coder-14B-Instruct | livecodebench | codegeneration | 0.3659 | 0.3374 | 0.3953 | 1055 |
| Qwen/Qwen2.5-Coder-7B-Instruct | livecodebench | codegeneration | 0.2891 | 0.2616 | 0.3175 | 1055 |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | livecodebench | codegeneration | 0.255 | 0.2294 | 0.2815 | 1055 |
| Qwen/Qwen2.5-Coder-32B-Instruct | mbppplus | default | 0.767 | 0.7302 | 0.8122 | 378 |
| Qwen/Qwen3-Coder-30B-A3B-Instruct | mbppplus | default | 0.765 | 0.7222 | 0.8069 | 378 |
| Qwen/Qwen2.5-Coder-14B-Instruct | mbppplus | default | 0.743 | 0.7063 | 0.7937 | 378 |
| deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct | mbppplus | default | 0.693 | 0.6508 | 0.7434 | 378 |
| Qwen/Qwen2.5-Coder-7B-Instruct | mbppplus | default | 0.659 | 0.6217 | 0.7169 | 378 |
| bigcode/starcoder2-15b-instruct-v0.1 | mbppplus | default | 0.651 | 0.6058 | 0.7011 | 378 |
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