[ { "ID": 1, "Model": "DeepSeek-R1-0528", "Code Quality": { "General Functionality Correctness": -0.3699, "Best Practices": 0.1256, "Error Handling": 0.1622, "Runtime Console Errors": 0.0938, "Static Syntax Checking (Linting)": 0.1041 }, "Visual Quality": { "General Visual Experience": -0.3956, "Component Style Consistency": -0.047, "Icon Style Consistency": -0.5862, "Layout Consistency": -0.0533, "Layout Sparsity": 0.2614, "Visual Harmony Degree": 0.1952 }, "Content Quality": { "Copywriting Quality": -0.0512, "Media Quality": 0.1059, "Placeholder Quality": 0.0128, "Resource Validity": 0.4508 }, "Performance Quality": { "General Performance": 0.0248 }, "Accessbility": { "Accessibility Core Metrics": 0.1433, "Cross-Browser Compatibility": 0.1725, "Mobile Device Compatibility": 0.1076 }, "Maintainability": { "Code Redundancy Rate": 0.0422, "Comment Rate": 0.1701 }, "Alignment": { "Functional Alignment": -0.0697, "Visual Alignment": 0.0219, "Content Alignment": 0.0195 } }, { "ID": 2, "Model": "DeepSeek-V3.1", "Code Quality": { "General Functionality Correctness": -0.4223, "Best Practices": 0.1158, "Error Handling": 0.1518, "Runtime Console Errors": -0.0284, "Static Syntax Checking (Linting)": 0.0602 }, "Visual Quality": { "General Visual Experience": -0.8833, "Component Style Consistency": 0.0801, "Icon Style Consistency": 0.2612, "Layout Consistency": 0.0505, "Layout Sparsity": -0.0731, "Visual Harmony Degree": 0.0427 }, "Content Quality": { "Copywriting Quality": -0.0097, "Media Quality": -0.0654, "Placeholder Quality": -0.1864, "Resource Validity": -0.1057 }, "Performance Quality": { "General Performance": 0.0718 }, "Accessbility": { "Accessibility Core Metrics": -0.0806, "Cross-Browser Compatibility": -0.2108, "Mobile Device Compatibility": -0.1006 }, "Maintainability": { "Code Redundancy Rate": 0.0593, "Comment Rate": -0.0553 }, "Alignment": { "Functional Alignment": -0.0001, "Visual Alignment": 0.0368, "Content Alignment": -0.0252 } }, { "ID": 3, "Model": "DeepSeek-V3.1-Terminus", "Code Quality": { "General Functionality Correctness": -0.2846, "Best Practices": 0.1971, "Error Handling": 0.0791, "Runtime Console Errors": 0.1495, "Static Syntax Checking (Linting)": 0.106 }, "Visual Quality": { "General Visual Experience": 0.7438, "Component Style Consistency": 0.0655, "Icon Style Consistency": -0.2315, "Layout Consistency": 0.035, "Layout Sparsity": 0.2399, "Visual Harmony Degree": 0.1721 }, "Content Quality": { "Copywriting Quality": -0.0305, "Media Quality": -0.5671, "Placeholder Quality": -0.147, "Resource Validity": 0.1044 }, "Performance Quality": { "General Performance": 0.1203 }, "Accessbility": { "Accessibility Core Metrics": 0.1017, "Cross-Browser Compatibility": 0.155, "Mobile Device Compatibility": 0.093 }, "Maintainability": { "Code Redundancy Rate": 0.1273, "Comment Rate": 0.3809 }, "Alignment": { "Functional Alignment": 0.0369, "Visual Alignment": -0.0029, "Content Alignment": 0.0024 } }, { "ID": 4, "Model": "DeepSeek-V3.1-Thinking", "Code Quality": { "General Functionality Correctness": -0.4038, "Best Practices": 0.1054, "Error Handling": 0.1582, "Runtime Console Errors": -0.0948, "Static Syntax Checking (Linting)": 0.0385 }, "Visual Quality": { "General Visual Experience": -0.8668, "Component Style Consistency": 0.0488, "Icon Style Consistency": 0.2901, "Layout Consistency": 0.0781, "Layout Sparsity": -0.0606, "Visual Harmony Degree": 0.049 }, "Content Quality": { "Copywriting Quality": -0.0133, "Media Quality": 0.126, "Placeholder Quality": -0.1942, "Resource Validity": -0.0728 }, "Performance Quality": { "General Performance": 0.1027 }, "Accessbility": { "Accessibility Core Metrics": -0.0838, "Cross-Browser Compatibility": -0.1078, "Mobile Device Compatibility": -0.1274 }, "Maintainability": { "Code Redundancy Rate": 0.076, "Comment Rate": -0.068 }, "Alignment": { "Functional Alignment": -0.0098, "Visual Alignment": -0.0252, "Content Alignment": -0.0395 } }, { "ID": 5, "Model": "GLM-4.5", "Code Quality": { "General Functionality Correctness": -0.208, "Best Practices": 0.1642, "Error Handling": -0.0181, "Runtime Console Errors": 0.2018, "Static Syntax Checking (Linting)": 0.108 }, "Visual Quality": { "General Visual Experience": 0.78, "Component Style Consistency": 0.0864, "Icon Style Consistency": 0.0392, "Layout Consistency": 0.0327, "Layout Sparsity": 0.1503, "Visual Harmony Degree": 0.078 }, "Content Quality": { "Copywriting Quality": -0.0276, "Media Quality": 0.8704, "Placeholder Quality": 0.2424, "Resource Validity": 0.6038 }, "Performance Quality": { "General Performance": 0.0404 }, "Accessbility": { "Accessibility Core Metrics": -0.0311, "Cross-Browser Compatibility": 0.2128, "Mobile Device Compatibility": -0.0587 }, "Maintainability": { "Code Redundancy Rate": 0.0725, "Comment Rate": 0.0558 }, "Alignment": { "Functional Alignment": 0.1122, "Visual Alignment": 0.0885, "Content Alignment": 0.0361 } }, { "ID": 6, "Model": "Qwen3-Coder-Plus", "Code Quality": { "General Functionality Correctness": -0.355, "Best Practices": -0.0543, "Error Handling": 0.1874, "Runtime Console Errors": 0.1608, "Static Syntax Checking (Linting)": 0.0849 }, "Visual Quality": { "General Visual Experience": -0.6834, "Component Style Consistency": 0.1364, "Icon Style Consistency": -0.4843, "Layout Consistency": 0.0737, "Layout Sparsity": 0.1757, "Visual Harmony Degree": 0.0451 }, "Content Quality": { "Copywriting Quality": 0.0008, "Media Quality": -0.3977, "Placeholder Quality": -0.0472, "Resource Validity": 0.2005 }, "Performance Quality": { "General Performance": 0.1492 }, "Accessbility": { "Accessibility Core Metrics": 0.1679, "Cross-Browser Compatibility": -0.0163, "Mobile Device Compatibility": 0.0883 }, "Maintainability": { "Code Redundancy Rate": 0.1934, "Comment Rate": 0.1257 }, "Alignment": { "Functional Alignment": -0.1105, "Visual Alignment": -0.1105, "Content Alignment": -0.0861 } }, { "ID": 7, "Model": "Qwen3-235B-A22B-Instruct", "Code Quality": { "General Functionality Correctness": -0.2647, "Best Practices": -0.1941, "Error Handling": 0.1561, "Runtime Console Errors": -0.0488, "Static Syntax Checking (Linting)": -0.0281 }, "Visual Quality": { "General Visual Experience": 0.2797, "Component Style Consistency": 0.123, "Icon Style Consistency": -0.3037, "Layout Consistency": 0.143, "Layout Sparsity": -0.148, "Visual Harmony Degree": -0.1542 }, "Content Quality": { "Copywriting Quality": 0.0517, "Media Quality": -0.0613, "Placeholder Quality": -0.0344, "Resource Validity": -0.1425 }, "Performance Quality": { "General Performance": 0.0599 }, "Accessbility": { "Accessibility Core Metrics": 0.0006, "Cross-Browser Compatibility": -0.1347, "Mobile Device Compatibility": 0.1377 }, "Maintainability": { "Code Redundancy Rate": 0.1295, "Comment Rate": -0.0049 }, "Alignment": { "Functional Alignment": -0.0037, "Visual Alignment": -0.0006, "Content Alignment": 0.0196 } }, { "ID": 8, "Model": "MiniMax-M2", "Code Quality": { "General Functionality Correctness": 0.586, "Best Practices": 0.0799, "Error Handling": -0.4363, "Runtime Console Errors": 0.0143, "Static Syntax Checking (Linting)": -0.2846 }, "Visual Quality": { "General Visual Experience": -0.3207, "Component Style Consistency": -0.2503, "Icon Style Consistency": 0.0883, "Layout Consistency": 0.0294, "Layout Sparsity": -0.0894, "Visual Harmony Degree": 0.1052 }, "Content Quality": { "Copywriting Quality": 0.0234, "Media Quality": -0.5651, "Placeholder Quality": 0.1595, "Resource Validity": 0.1304 }, "Performance Quality": { "General Performance": 0.0355 }, "Accessbility": { "Accessibility Core Metrics": -0.2779, "Cross-Browser Compatibility": 0.1584, "Mobile Device Compatibility": -0.1204 }, "Maintainability": { "Code Redundancy Rate": -0.0715, "Comment Rate": 0.4824 }, "Alignment": { "Functional Alignment": 0.2272, "Visual Alignment": 0.1584, "Content Alignment": 0.1541 } }, { "ID": 9, "Model": "Gemini-2.5-Pro", "Code Quality": { "General Functionality Correctness": 0.3541, "Best Practices": -0.1512, "Error Handling": 0.0824, "Runtime Console Errors": -0.0155, "Static Syntax Checking (Linting)": -0.0445 }, "Visual Quality": { "General Visual Experience": 0.4479, "Component Style Consistency": -0.0888, "Icon Style Consistency": 0.5616, "Layout Consistency": -0.1118, "Layout Sparsity": -0.217, "Visual Harmony Degree": -0.1729 }, "Content Quality": { "Copywriting Quality": 0.0612, "Media Quality": -0.2556, "Placeholder Quality": 0.1294, "Resource Validity": -0.0244 }, "Performance Quality": { "General Performance": -0.1978 }, "Accessbility": { "Accessibility Core Metrics": 0.0667, "Cross-Browser Compatibility": 0.1441, "Mobile Device Compatibility": -0.0633 }, "Maintainability": { "Code Redundancy Rate": -0.1404, "Comment Rate": -0.2124 }, "Alignment": { "Functional Alignment": 0.0645, "Visual Alignment": 0.1077, "Content Alignment": 0.0302 } }, { "ID": 10, "Model": "GPT-4o-2024-11-20", "Code Quality": { "General Functionality Correctness": -0.6459, "Best Practices": 0.0849, "Error Handling": 0.3867, "Runtime Console Errors": -0.3998, "Static Syntax Checking (Linting)": 0.1112 }, "Visual Quality": { "General Visual Experience": -0.2261, "Component Style Consistency": 0.2475, "Icon Style Consistency": -0.4843, "Layout Consistency": 0.135, "Layout Sparsity": -0.6292, "Visual Harmony Degree": -0.3277 }, "Content Quality": { "Copywriting Quality": 0.1031, "Media Quality": -0.2531, "Placeholder Quality": 0.1347, "Resource Validity": -0.5137 }, "Performance Quality": { "General Performance": -0.2183 }, "Accessbility": { "Accessibility Core Metrics": 0.2383, "Cross-Browser Compatibility": -0.725, "Mobile Device Compatibility": 0.1246 }, "Maintainability": { "Code Redundancy Rate": -0.047, "Comment Rate": -0.968 }, "Alignment": { "Functional Alignment": -0.7851, "Visual Alignment": -0.7003, "Content Alignment": -0.5588 } }, { "ID": 11, "Model": "GPT-5-Codex-High", "Code Quality": { "General Functionality Correctness": 0.6954, "Best Practices": -0.6779, "Error Handling": -0.1503, "Runtime Console Errors": 0.1408, "Static Syntax Checking (Linting)": -0.0671 }, "Visual Quality": { "General Visual Experience": 1.008, "Component Style Consistency": 0.0008, "Icon Style Consistency": 0.1264, "Layout Consistency": -0.2603, "Layout Sparsity": 0.2346, "Visual Harmony Degree": -0.0971 }, "Content Quality": { "Copywriting Quality": -0.0988, "Media Quality": -0.2587, "Placeholder Quality": 0.1573, "Resource Validity": -0.1401 }, "Performance Quality": { "General Performance": -0.1876 }, "Accessbility": { "Accessibility Core Metrics": 0.2241, "Cross-Browser Compatibility": 0.095, "Mobile Device Compatibility": 0.1973 }, "Maintainability": { "Code Redundancy Rate": -0.1243, "Comment Rate": -1.3085 }, "Alignment": { "Functional Alignment": 0.1495, "Visual Alignment": 0.1899, "Content Alignment": 0.1874 } }, { "ID": 12, "Model": "GPT-5-High", "Code Quality": { "General Functionality Correctness": 0.9259, "Best Practices": 0.1093, "Error Handling": -0.673, "Runtime Console Errors": 0.0981, "Static Syntax Checking (Linting)": -0.2977 }, "Visual Quality": { "General Visual Experience": 0.8959, "Component Style Consistency": -0.2097, "Icon Style Consistency": -0.2034, "Layout Consistency": -0.2432, "Layout Sparsity": 0.0554, "Visual Harmony Degree": 0.079 }, "Content Quality": { "Copywriting Quality": -0.0662, "Media Quality": -0.5889, "Placeholder Quality": 0.1692, "Resource Validity": 0.0545 }, "Performance Quality": { "General Performance": 0.1114 }, "Accessbility": { "Accessibility Core Metrics": -0.4192, "Cross-Browser Compatibility": 0.2234, "Mobile Device Compatibility": -0.2856 }, "Maintainability": { "Code Redundancy Rate": -0.2415, "Comment Rate": 0.3605 }, "Alignment": { "Functional Alignment": 0.3915, "Visual Alignment": 0.2497, "Content Alignment": 0.2745 } }, { "ID": 13, "Model": "Manus", "Code Quality": { "General Functionality Correctness": 0.2278, "Best Practices": -0.0221, "Error Handling": -0.1865, "Runtime Console Errors": -0.2492, "Static Syntax Checking (Linting)": 0.2409 }, "Visual Quality": { "General Visual Experience": -0.4364, "Component Style Consistency": 0.2511, "Icon Style Consistency": -0.1441, "Layout Consistency": 0.0068, "Layout Sparsity": 0.0733, "Visual Harmony Degree": -0.0144 }, "Content Quality": { "Copywriting Quality": -0.0222, "Media Quality": -0.077, "Placeholder Quality": 0.0752, "Resource Validity": 0.2568 }, "Performance Quality": { "General Performance": -0.049 }, "Accessbility": { "Accessibility Core Metrics": -0.031, "Cross-Browser Compatibility": -0.4325, "Mobile Device Compatibility": 0.0352 }, "Maintainability": { "Code Redundancy Rate": -0.2326, "Comment Rate": 0.4846 }, "Alignment": { "Functional Alignment": 0.2342, "Visual Alignment": 0.0348, "Content Alignment": 0.0985 } }, { "ID": 14, "Model": "MiniMax Agent", "Code Quality": { "General Functionality Correctness": -0.0796, "Best Practices": 0.1917, "Error Handling": -0.2998, "Runtime Console Errors": -0.1372, "Static Syntax Checking (Linting)": 0.2409 }, "Visual Quality": { "General Visual Experience": -0.5171, "Component Style Consistency": -0.4619, "Icon Style Consistency": -0.4263, "Layout Consistency": 0.0195, "Layout Sparsity": -0.0248, "Visual Harmony Degree": -0.0166 }, "Content Quality": { "Copywriting Quality": -0.1069, "Media Quality": 1.3456, "Placeholder Quality": 0.2398, "Resource Validity": 0.668 }, "Performance Quality": { "General Performance": -0.1217 }, "Accessbility": { "Accessibility Core Metrics": -0.0239, "Cross-Browser Compatibility": -0.6377, "Mobile Device Compatibility": 0.0761 }, "Maintainability": { "Code Redundancy Rate": -0.4752, "Comment Rate": 0.5712 }, "Alignment": { "Functional Alignment": 0.1215, "Visual Alignment": 0.0812, "Content Alignment": 0.002 } } ]