| { |
| "type": "benchpress-composition", |
| "schema_version": 1, |
| "name": "coding-mix", |
| "created_at": "2026-07-07T18:09:56+00:00", |
| "abilities": [ |
| "algorithmic_decomposition", |
| "rule_constrained_reasoning" |
| ], |
| "sources": [ |
| { |
| "benchmark": "HumanEval", |
| "repo_id": "evalplus/humanevalplus", |
| "config": "default", |
| "split": "test", |
| "revision": "d32357cf319e50e9c8d8dab5ea876c72b0fd321b", |
| "gated": false, |
| "license": "apache-2.0", |
| "n_samples": 100 |
| }, |
| { |
| "benchmark": "MBPP", |
| "repo_id": "google-research-datasets/mbpp", |
| "config": "full", |
| "split": "test", |
| "revision": "4bb6404fdc6cacfda99d4ac4205087b89d32030c", |
| "gated": false, |
| "license": "cc-by-4.0", |
| "n_samples": 150 |
| }, |
| { |
| "benchmark": "LiveCodeBench", |
| "repo_id": "livecodebench/code_generation", |
| "config": null, |
| "split": "test", |
| "revision": "bb83f1c3c643a772b7a2a8f07bd62c2aab76be8f", |
| "gated": false, |
| "license": "cc", |
| "n_samples": 100 |
| } |
| ], |
| "combine": { |
| "method": "concat", |
| "seed": 42, |
| "shuffle": true |
| }, |
| "references": { |
| "models": { |
| "Claude-3.5-Sonnet": 0.7997, |
| "Claude-Sonnet-4": 0.8314, |
| "DeepSeek-v3": 0.604, |
| "GPT-4o": 0.7206, |
| "GPT-oss-20b": 0.8069, |
| "Gemma-3-4B": 0.3671, |
| "Llama-3.1-8B": 0.5489, |
| "Phi-4-Mini": 0.5504, |
| "Qwen2.5-72B": 0.784, |
| "Qwen3-235B": 0.8086 |
| }, |
| "per_benchmark": { |
| "HumanEval": { |
| "DeepSeek-v3": 0.652, |
| "GPT-4o": 0.902, |
| "Qwen2.5-72B": 0.866, |
| "Claude-3.5-Sonnet": 0.92, |
| "Llama-3.1-8B": 0.665, |
| "Phi-4-Mini": 0.744, |
| "Gemma-3-4B": 0.36, |
| "Claude-Sonnet-4": 0.963, |
| "Qwen3-235B": 0.902, |
| "GPT-oss-20b": 0.73, |
| "GPT-oss-120b": 0.71, |
| "KIMI-K2": 0.933 |
| }, |
| "MBPP": { |
| "DeepSeek-v3": 0.754, |
| "GPT-4o": 0.862, |
| "Qwen2.5-72B": 0.882, |
| "Qwen3-235B": 0.814, |
| "Claude-3.5-Sonnet": 0.892, |
| "Llama-3.1-8B": 0.694, |
| "Phi-4-Mini": 0.653, |
| "Gemma-3-4B": 0.46, |
| "Claude-Sonnet-4": 0.858, |
| "GPT-oss-20b": 0.878 |
| }, |
| "LiveCodeBench": { |
| "DeepSeek-v3": 0.331, |
| "GPT-4o": 0.327, |
| "Qwen2.5-72B": 0.555, |
| "Qwen3-235B": 0.707, |
| "Claude-3.5-Sonnet": 0.541, |
| "GPT-oss-120b": 0.878, |
| "GPT-oss-20b": 0.777, |
| "Llama-3.1-8B": 0.215, |
| "Phi-4-Mini": 0.203, |
| "Claude-Sonnet-4": 0.66, |
| "KIMI-K2": 0.853, |
| "GLM-4.7": 0.894, |
| "Gemma-3-4B": 0.235 |
| } |
| }, |
| "note": "models = n_samples-weighted mean; only models scored on every source are included." |
| } |
| } |
