# Code Generation on HumanEval (Average Rank) Source: [Code Generation on HumanEval (Average Rank)]() Collection index: [llms.txt]() Data updated: 2026-05-11T10:11:09.782Z Evaluation of model performance on the HumanEval dataset for code generation, specifically reporting the Average Rank metric. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Code Generation | | Dataset (including any stated split) | HumanEval | | Metric | Average Rank | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 16 of 16 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Average Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | Average Rank | Result date | Report paper | | --- | --- | --- | --- | | gpt-oss-20b | 1.3 | Not recorded | 6a0162badbc836b87d82332a | | Qwen3-4B | 1.8 | Not recorded | 6a0162badbc836b87d82332a | | GPT-5 nano | 3 | Not recorded | 6a0162badbc836b87d82332a | | Qwen3-8B | 4 | Not recorded | 6a0162badbc836b87d82332a | | gemma-3-12b-it | 5.5 | Not recorded | 6a0162badbc836b87d82332a | | EngGPT2-16B-A3B | 6.5 | Not recorded | 6a0162badbc836b87d82332a | | gemma-3-4b-it | 7 | Not recorded | 6a0162badbc836b87d82332a | | Moonlight-16B-A3B | 7 | Not recorded | 6a0162badbc836b87d82332a | | Llama-3.2-3B | 9.5 | Not recorded | 6a0162badbc836b87d82332a | | Ministral-3-8B | 10.5 | Not recorded | 6a0162badbc836b87d82332a | | LLaMAntino-3-8B | 11 | Not recorded | 6a0162badbc836b87d82332a | | Llama-3.1-8B | 11.8 | Not recorded | 6a0162badbc836b87d82332a | | FastwebMIIA-7B | 12.5 | Not recorded | 6a0162badbc836b87d82332a | | deepseek-moe-16b | 13.8 | Not recorded | 6a0162badbc836b87d82332a | | Velvet-14B | 15 | Not recorded | 6a0162badbc836b87d82332a | | Minerva-7B | 16 | Not recorded | 6a0162badbc836b87d82332a | ### gpt-oss-20b Average Rank: 1.3. Result ID: 6a01ab3c47f34ce924e41ef3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"20B"}. This record does not assert independent reproduction. ### Qwen3-4B Average Rank: 1.8. Result ID: 6a01ab3c47f34ce924e41eea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"4B"}. This record does not assert independent reproduction. ### GPT-5 nano Average Rank: 3. Result ID: 6a01ab3c47f34ce924e41ef1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-8B Average Rank: 4. Result ID: 6a01ab3c47f34ce924e41eeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### gemma-3-12b-it Average Rank: 5.5. Result ID: 6a01ab3c47f34ce924e41eef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"12B","Instruction Tuned":"true"}. This record does not assert independent reproduction. ### EngGPT2-16B-A3B Average Rank: 6.5. Result ID: 6a01ab3c47f34ce924e41ee5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"16B"}. This record does not assert independent reproduction. ### gemma-3-4b-it Average Rank: 7. Result ID: 6a01ab3c47f34ce924e41eee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"4B","Instruction Tuned":"true"}. This record does not assert independent reproduction. ### Moonlight-16B-A3B Average Rank: 7. Result ID: 6a01ab3c47f34ce924e41ef4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"16B"}. This record does not assert independent reproduction. ### Llama-3.2-3B Average Rank: 9.5. Result ID: 6a01ab3c47f34ce924e41eec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"3B"}. This record does not assert independent reproduction. ### Ministral-3-8B Average Rank: 10.5. Result ID: 6a01ab3c47f34ce924e41ef0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### LLaMAntino-3-8B Average Rank: 11. Result ID: 6a01ab3c47f34ce924e41ee9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### Llama-3.1-8B Average Rank: 11.8. Result ID: 6a01ab3c47f34ce924e41eed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### FastwebMIIA-7B Average Rank: 12.5. Result ID: 6a01ab3c47f34ce924e41ee6. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"7B"}. This record does not assert independent reproduction. ### deepseek-moe-16b Average Rank: 13.8. Result ID: 6a01ab3c47f34ce924e41ef2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"16B"}. This record does not assert independent reproduction. ### Velvet-14B Average Rank: 15. Result ID: 6a01ab3c47f34ce924e41ee8. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"14B"}. This record does not assert independent reproduction. ### Minerva-7B Average Rank: 16. Result ID: 6a01ab3c47f34ce924e41ee7. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.