{ "evaluation_id": "EVAL-20260403-111211", "question_id": "COMM-008", "question_text": "Write a beginner-friendly tutorial: \"How to Deploy Your First Docker Container\"\n\nRequirements:\n- Assume reader has basic terminal skills but no Docker experience\n- Include conceptual explanation (what is Docker and why)\n- Step-by-step instructions\n- Expected output at each step\n- Common errors and how to fix them\n- A \"what's next\" section\n\nThe tutorial should enable someone to successfully deploy a container by following it.", "category": "communication", "timestamp": "2026-03-06T00:00:00.000Z", "display_date": "Mar 06, 2026", "winner": { "name": "Grok 4.20", "provider": "openrouter", "score": 9.04 }, "avg_score": 8.395, "matrix_size": 90, "models_used": [ { "id": "gpt_5_4", "name": "GPT-5.4", "provider": "openrouter" }, { "id": "claude_sonnet_46", "name": "Claude Sonnet 4.6", "provider": "openrouter" }, { "id": "gemini_31_pro", "name": "Gemini 3.1 Pro", "provider": "openrouter" }, { "id": "grok_420", "name": "Grok 4.20", "provider": "openrouter" }, { "id": "deepseek_v4", "name": "DeepSeek V4", "provider": "openrouter" }, { "id": "gpt_oss_120b", "name": "GPT-OSS-120B", "provider": "OpenAI" }, { "id": "mimo_v2_flash", "name": "MiMo-V2-Flash", "provider": "Xiaomi" }, { "id": "mistral_small_creative", "name": "Mistral Small Creative", "provider": "Mistral" }, { "id": "seed_16_flash", "name": "Seed 1.6 Flash", "provider": "openrouter" }, { "id": "claude_opus_46", "name": "Claude Opus 4.6", "provider": "openrouter" } ], "rankings": { "grok_420": { "display_name": "Grok 4.20", "provider": "openrouter", "average_score": 9.04, "score_count": 9, "min_score": 8.8, "max_score": 9.8, "rank": 1 }, "mistral_small_creative": { "display_name": "Mistral Small Creative", "provider": "Mistral", "average_score": 9.04, "score_count": 9, "min_score": 8.8, "max_score": 9.8, "rank": 2 }, "deepseek_v4": { "display_name": "DeepSeek V4", "provider": "openrouter", "average_score": 8.68, "score_count": 9, "min_score": 7.85, "max_score": 9.8, "rank": 3 }, "gpt_5_4": { "display_name": "GPT-5.4", "provider": "openrouter", "average_score": 8.58, "score_count": 9, "min_score": 6.45, "max_score": 9.8, "rank": 4 }, "gpt_oss_120b": { "display_name": "GPT-OSS-120B", "provider": "OpenAI", "average_score": 8.57, "score_count": 9, "min_score": 7.45, "max_score": 9.8, "rank": 5 }, "claude_sonnet_46": { "display_name": "Claude Sonnet 4.6", "provider": "openrouter", "average_score": 8.28, "score_count": 9, "min_score": 5.9, "max_score": 9.8, "rank": 6 }, "mimo_v2_flash": { "display_name": "MiMo-V2-Flash", "provider": "Xiaomi", "average_score": 8.13, "score_count": 9, "min_score": 6.65, "max_score": 9.4, "rank": 7 }, "claude_opus_46": { "display_name": "Claude Opus 4.6", "provider": "openrouter", "average_score": 8.1, "score_count": 9, "min_score": 4.5, "max_score": 9.8, "rank": 8 }, "seed_16_flash": { "display_name": "Seed 1.6 Flash", "provider": "openrouter", "average_score": 8.01, "score_count": 9, "min_score": 5.05, "max_score": 9.6, "rank": 9 }, "gemini_31_pro": { "display_name": "Gemini 3.1 Pro", "provider": "openrouter", "average_score": 7.52, "score_count": 9, "min_score": 4.7, "max_score": 9.6, "rank": 10 } }, "judgments": [ { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 8.6, "brief_justification": "Excellent beginner-friendly tutorial with clear step-by-step instructions, expected outputs at each step, and good conceptual grounding. The response appears to be cut off at the end (the 'Permission denied' error section is incomplete, and the 'What's Next' section required by the prompt is missing), which impacts completeness. The clarity is outstanding with consistent formatting, logical progression, and plain language. Depth is adequate for a beginner tutorial though it could have touched on" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 8.8, "brief_justification": "Excellent beginner-friendly tutorial with clear conceptual explanations, well-structured step-by-step instructions, helpful ASCII diagrams, expected outputs at each step, and common error troubleshooting. The response appears to be cut off before completing the Nginx welcome page display, the custom Dockerfile section, and the 'what's next' section, which slightly impacts completeness. However, what is present is exceptionally well-written, accurate, and pedagogically sound. The breakdown of doc" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 6.95, "brief_justification": "The tutorial starts very strong with excellent conceptual explanations, clear analogies, and good formatting. The shipping container metaphor is well-executed, and the 'it works on my machine' problem is clearly explained. However, the response is clearly truncated mid-output, cutting off during Step 2's expected output. This means the tutorial is missing the actual container deployment steps (likely deploying nginx or similar), the common errors and fixes section, and the 'what's next' section " }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.8, "brief_justification": "Excellent beginner tutorial that covers all requirements: conceptual explanation with good analogies, step-by-step instructions with expected outputs, common errors section, and a what's next section. The command breakdowns are very helpful. Clarity is outstanding with good formatting and progressive complexity. Minor gaps: could mention Docker Hub more explicitly, could explain images vs containers distinction a bit more, and the Linux installation path differs from Docker Desktop (could mentio" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 7.85, "brief_justification": "The tutorial is accurate, well-structured, and very clear for beginners. It covers the essentials: what Docker is, installation verification, hello-world, and a practical NGINX example with expected outputs. However, completeness and depth suffer slightly: it lacks instructions on stopping/removing the container after the exercise, doesn't explain images vs containers conceptually, omits cleanup steps, doesn't mention Docker Desktop needing to be running, and the common errors section is thin (m" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8.6, "brief_justification": "Excellent tutorial that is well-structured, visually clear with tables and emoji headers, and covers all major requirements: conceptual explanation, step-by-step instructions with expected outputs, common errors, and cleanup. Minor deductions: the Linux installation uses the deprecated apt-key method, the common errors table appears truncated (port-in-use fix is cut off), and the 'what's next' section is missing entirely despite being a stated requirement. The depth is good for a beginner tutori" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.25, "brief_justification": "The tutorial is exceptionally clear, well-structured, and accurate. The Docker analogy is excellent, step-by-step instructions are precise with expected outputs, and the command breakdowns are helpful. However, the response appears truncated - the Common Errors section is cut off mid-sentence (missing the rest of the permission fix and other common errors), and the 'What's Next' section required by the prompt is entirely missing. This significantly impacts completeness. The depth is adequate for" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 9, "brief_justification": "Excellent beginner tutorial that covers all required elements: conceptual explanation, step-by-step instructions with expected outputs, common errors table, and a thorough 'what's next' section. The writing is clear, well-structured with tables and formatting. Minor issues: the Redis example (`docker run -d -p 8000:80 redis`) is incorrect as Redis doesn't listen on port 80, and the `docker-compose.yml` uses the deprecated `version` key. The Nginx welcome page image link is not the actual welcome" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 8, "brief_justification": "The tutorial is well-structured, beginner-friendly, and covers installation across all major platforms, running hello-world, running Nginx, and building a custom Flask app. It includes expected output at each step and command breakdowns. However, the response appears truncated—it cuts off mid-sentence at the end of Step 4.4, and the 'Common errors and how to fix them' section and 'What's next' section (both explicitly required) are missing. The minor inaccuracy about containers not sharing the h" }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 4.5, "brief_justification": "The tutorial starts strong with accurate beginner-friendly concepts, installation, and expected output, but the response is clearly truncated mid-section and does not fulfill the full requirements. It lacks the complete step-by-step deployment flow, common errors section, and what's next section in the provided content, so usefulness and completeness are significantly reduced." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 5.9, "brief_justification": "Accurate and beginner-friendly up to the visible point, with good conceptual framing and expected outputs. However, the response appears truncated before completing the browser output, common errors, custom container section, and required 'what's next' section, so it does not fully satisfy the tutorial requirements." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 4.7, "brief_justification": "Accurate introductory concepts and initial Docker verification steps, but the response is truncated before completing the tutorial. It misses the actual first container deployment flow, common errors, and the what's next section, so it does not satisfy the full prompt." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.8, "brief_justification": "Accurate, beginner-friendly, and well-structured with clear steps, expected outputs, common errors, and next steps. Slightly limited depth on concepts like images vs containers, Linux-specific install nuances, and what 'deploy' means beyond local run." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.25, "brief_justification": "Accurate, clear, and beginner-friendly with solid step-by-step guidance and expected outputs. Covers key concepts, a simple deployment, common errors, and next steps, but could be more complete by including how to stop/remove the container, verify Docker daemon status, and mention slight platform-specific nuances." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 7.45, "brief_justification": "Accurate and beginner-friendly with solid step-by-step flow and expected outputs, but the response is truncated in the common errors section and likely misses a complete fix for that error plus a full 'what's next' section required by the prompt." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 6.65, "brief_justification": "Accurate and beginner-friendly with good step-by-step flow and expected outputs, but the response is incomplete: it cuts off mid-error section, lacks a finished 'what's next' section, and omits some common troubleshooting details and fuller installation guidance." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 8.8, "brief_justification": "Accurate, beginner-friendly, and well-structured with solid conceptual grounding, step-by-step commands, expected outputs, troubleshooting, and next steps. Minor issues: the nginx run step may not show an image pull after a prior pull, the image screenshot is unnecessary, and a couple of next-step examples are slightly imprecise for beginners." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 5.05, "brief_justification": "Clear structure and generally accurate intro/steps, but the tutorial is incomplete and cuts off before finishing the Flask example. It also misses the required common errors and 'what's next' sections, and some details are slightly misleading or outdated." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 8.6, "brief_justification": "Excellent tutorial structure with strong conceptual explanations, great visuals/diagrams, accurate commands, and beginner-friendly tone. The response is cut off mid-sentence before completing sections 5-10 (missing the Nginx deployment, error troubleshooting, and What's Next sections), which significantly impacts completeness. What exists is high quality, but the truncation means the tutorial cannot fully enable someone to deploy a container as required." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 7.7, "brief_justification": "The tutorial is clear, conceptually sound and beginner-friendly but incomplete: it cuts off mid-sentence in the hello-world step, omits actual web server deployment steps, common errors section, and 'what's next' as required." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.15, "brief_justification": "Excellent beginner-friendly tutorial with clear conceptual explanations, well-structured step-by-step instructions, expected outputs at each step, and practical command breakdowns. The response covers all required elements including Docker concepts, installation verification, pulling/running/stopping/removing containers, and common errors. Minor deduction for completeness as the response appears truncated (missing the full common errors section and the 'what's next' section mentioned in requirem" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 7.45, "brief_justification": "The tutorial is well-written with excellent conceptual framing (shipping container analogy), clear structure, and beginner-friendly tone. The Docker/Image/Container distinction is well explained. However, the response appears to be cut off mid-sentence at the 'hello-world' expected output section, meaning it's missing the remaining steps (deploying an actual web server container), common errors section, and 'what's next' section — all of which were explicitly required. This significantly impacts" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.95, "brief_justification": "Excellent beginner tutorial with accurate commands, clear explanations, expected outputs at each step, and practical error handling. The analogy for containers vs VMs is effective. Covers all required elements including a what's next section and bonus challenge. Minor deduction for depth as conceptual explanations could go slightly deeper (e.g., image layers, container isolation), but overall highly actionable and well-structured for the target audience." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.6, "brief_justification": "Excellent beginner tutorial with clear structure, accurate commands, expected outputs, and practical error handling. The conceptual explanation is solid, step progression is logical, and the what's next section provides good direction. Minor gaps: could include stopping/removing containers as part of the main flow rather than just mentioning commands, and the depth on Docker concepts (images vs containers distinction) could be slightly stronger. Overall highly actionable and well-formatted." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8.8, "brief_justification": "Excellent tutorial with strong conceptual explanations, clear step-by-step instructions, expected outputs at each step, and good error handling table. The response appears to be cut off mid-sentence in the Common Errors section (port already in use fix is incomplete), and the 'What's Next' section mentioned in requirements is missing entirely. These omissions prevent a perfect score on completeness. Otherwise, the formatting, structure, and beginner-friendly tone are exemplary." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.8, "brief_justification": "Excellent tutorial with strong conceptual framing, clear analogies, well-structured steps, and expected outputs at each stage. The nginx practical example adds real value. Minor issues: the response appears cut off mid-sentence in the Common Errors section, missing the full fix and additional errors. A 'What's Next' section is also absent despite being a requirement. These omissions prevent a perfect score on completeness." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 9.15, "brief_justification": "Excellent beginner tutorial covering all required elements: conceptual explanation, step-by-step instructions with expected outputs, error troubleshooting table, and a comprehensive 'what's next' section. Commands are accurate, formatting is clean with helpful tables and breakdowns. Minor issues: the redis example maps port 8000:80 which is incorrect (redis uses port 6379), and the nginx image link is decorative/potentially broken. The Dockerfile section is a nice bonus. Overall highly actionabl" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 8.8, "brief_justification": "Excellent beginner-friendly tutorial with strong conceptual explanations, clear step-by-step instructions, expected outputs, and practical examples progressing from hello-world to a custom Flask app. Covers all major OS installations, port mapping concepts, and Dockerfile creation. Minor issues: the tutorial appears cut off at the end (missing common errors section and what's next section that were required), and the Nginx welcome page uses an external image link that may break. The Flask versio" }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 5.6, "brief_justification": "" }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 6.45, "brief_justification": "" }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 7.4, "brief_justification": "The tutorial is highly accurate, clear, and beginner-friendly, but it cuts off abruptly, missing promised sections like building a custom container and the required 'what's next' section." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9.8, "brief_justification": "The response perfectly meets all requirements, providing a highly clear, accurate, and actionable tutorial tailored for beginners." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9.8, "brief_justification": "The tutorial perfectly meets all requirements, offering clear, accurate, and highly actionable steps for a beginner while providing just the right amount of conceptual depth." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 7.65, "brief_justification": "The tutorial is highly accurate, clear, and well-structured, successfully guiding a beginner to deploy a container. However, the response is truncated at the end, leaving the 'Common Errors' section incomplete and entirely missing the requested 'What's Next' section." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 7.15, "brief_justification": "The tutorial is highly accurate, clear, and beginner-friendly, but it cuts off abruptly at the end, leaving the 'Common Errors' section incomplete and entirely missing the required 'What's Next' section." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 9.8, "brief_justification": "The tutorial perfectly meets all requirements with accurate commands, clear explanations, and excellent formatting. It provides a highly actionable and beginner-friendly guide." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 6.75, "brief_justification": "The tutorial is clear, accurate, and beginner-friendly, but it abruptly cuts off at the end and completely misses the required sections on common errors and 'what's next'." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 8.8, "brief_justification": "The tutorial is factually accurate, logically structured, and covers all required elements with excellent clarity, conceptual explanations, step-by-step instructions including expected outputs, common errors section, and a what's next. It enables successful deployment. Minor incompleteness as the provided response cuts off mid-sentence in section 5." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9, "brief_justification": "The tutorial is factually accurate, logically structured, and fully meets all requirements with clear explanations, expected outputs, common errors section, and next steps implied in recap. Minor depth limitation as it stays at beginner level without advanced insights." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 8.8, "brief_justification": "The tutorial is accurate, logically structured, and covers all specified requirements with clear explanations, expected outputs, troubleshooting, and a strong conceptual section. Minor deduction for depth as 'what's next' is missing from the provided text." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.6, "brief_justification": "The tutorial is accurate, clear, and well-structured. It covers all required elements including concepts, steps with expected outputs, errors, and next steps. Depth is solid for beginners but could include slightly more on images vs containers distinction." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8.6, "brief_justification": "The tutorial is factually accurate, well-structured, and beginner-friendly. It covers all required elements including concepts, steps with expected outputs, common errors (though the last row is cut off), and cleanup. Minor incompleteness in the final error table but overall excellent." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.05, "brief_justification": "The tutorial is clear, accurate, and beginner-friendly with good conceptual explanations and practical steps. It is mostly complete but gets cut off mid-sentence in the common errors section, missing the full list of errors, fixes, and the required 'what's next' section." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 8.8, "brief_justification": "The tutorial is factually accurate, logically structured, and fully meets all requirements with clear explanations, expected outputs, error handling, and actionable next steps for beginners." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 8.8, "brief_justification": "The tutorial is accurate, well-structured, and covers all required elements including concepts, steps with expected outputs, error handling (though limited), and a next steps section. Minor issues like incomplete final expected output and slightly outdated install commands don't significantly detract from its high quality." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 8.8, "brief_justification": "Comprehensive and clear tutorial with good depth and practical steps." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9, "brief_justification": "Comprehensive and clear tutorial with detailed steps and troubleshooting." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 8.8, "brief_justification": "Comprehensive and clear with practical steps and troubleshooting." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.6, "brief_justification": "Accurate and clear with good depth and practical steps." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9, "brief_justification": "Comprehensive, clear, and practical with good error handling." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9, "brief_justification": "Comprehensive, clear, and practical with good error handling and next steps." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9, "brief_justification": "Comprehensive, clear, and practical with good depth and few minor omissions." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 9, "brief_justification": "Comprehensive, clear, and actionable tutorial with good depth and practical examples." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 8.8, "brief_justification": "Comprehensive, clear, and practical guide with good depth and actionable steps." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9, "brief_justification": "Accurate, thorough, well-structured tutorial with practical steps and helpful insights." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 8.4, "brief_justification": "Accurate commands and explanations; well-structured and clear; covers most required sections but lacks a dedicated \"what's next\" part, slightly reducing completeness." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 8.4, "brief_justification": "Accurate steps and outputs, clear layout, covers core concepts and errors, but lacks a dedicated \"what's next\" section and deeper insight into Docker internals." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 6.6, "brief_justification": "Accurate and clear explanation, but tutorial stops early, missing full deployment steps, common error handling, and next steps, reducing completeness and practical usefulness." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.8, "brief_justification": "Accurate step-by-step guide with explanations, expected outputs, error handling, and next steps; clear and practical, though depth could be slightly deeper on underlying concepts." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.4, "brief_justification": "Accurate commands and explanations, covers all required sections, clear layout, sufficient for beginners though deeper Docker internals are limited." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.05, "brief_justification": "Accurate and well-structured tutorial covering concepts, steps, and outputs, but missing a full 'what's next' section and broader error handling, limiting completeness and depth slightly." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 9, "brief_justification": "Accurate commands and outputs, covers all required sections, very clear formatting, provides solid beginner insight with practical steps, depth good for entry level." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 7.65, "brief_justification": "Accurate and clear tutorial with solid explanations and step-by-step commands, but omits a common errors section and a \"what's next\" guide, reducing overall completeness and depth." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9, "brief_justification": "Excellent tutorial structure with clear explanations, good analogies, and comprehensive coverage. Includes installation, verification, practical examples, and next steps. Minor deduction in depth as some advanced concepts could be explored further, but overall very strong." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9, "brief_justification": "Excellent tutorial structure with clear explanations, step-by-step instructions, and expected outputs. Missing a few common errors (port conflicts, permission issues) but otherwise comprehensive and beginner-friendly." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 8.8, "brief_justification": "Excellent tutorial structure with strong conceptual explanations and clear formatting. Missing the 'what's next' section and some common errors, but very high quality overall." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.05, "brief_justification": "Excellent conceptual explanation and clear start, but the tutorial is incomplete (cuts off mid-step and lacks the requested sections on errors and next steps)." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9, "brief_justification": "Excellent tutorial structure with clear explanations, accurate commands, and helpful troubleshooting. The conceptual analogy is strong, and the progression from simple to practical is effective. Minor deduction for depth as some advanced concepts are only briefly mentioned, but it's very thorough for a beginner guide." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9, "brief_justification": "Excellent tutorial: accurate, well-structured, beginner-friendly, and actionable. Minor deduction in depth for not covering container cleanup in the core steps." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9, "brief_justification": "Excellent structure, clear explanations, and practical steps. Minor deduction for depth as the troubleshooting section is incomplete." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 9, "brief_justification": "Excellent tutorial structure with clear explanations, step-by-step instructions, expected outputs, and troubleshooting. Minor deduction in depth for not explicitly mentioning how to handle permission issues on Linux (common beginner hurdle) beyond the usermod command, but overall highly effective." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 8.6, "brief_justification": "Excellent tutorial with strong conceptual grounding and practical steps. Minor deduction for incomplete final section (missing Flask output description) and lack of explicit common errors section, though troubleshooting is implicitly covered." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9.8, "brief_justification": "Exceptionally well-structured, beginner-friendly tutorial with perfect correctness, thorough coverage, and practical actionability. Concepts are explained clearly with analogies, step-by-step instructions are precise with expected outputs, and common errors are addressed. The 'what's next' section is particularly useful for guiding further learning." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.8, "brief_justification": "Exceptionally well-structured, accurate, and thorough tutorial. Covers all requirements (conceptual explanation, step-by-step instructions, expected outputs, errors, and 'what's next'). The breakdown of commands and explanations is beginner-friendly yet precise. Minor depth loss only in the 'what's next' section, which could have included more advanced next steps (e.g., customizing containers, Dockerfiles)." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9.8, "brief_justification": "Exceptionally thorough and beginner-friendly. Covers all requirements (conceptual explanation, step-by-step instructions, expected outputs, common errors, and 'what's next'). The conceptual explanation is clear and relatable, the steps are precise with expected outputs, and the troubleshooting section is practical. The only minor gap is a 'what's next' section, which could include suggestions like exploring Docker Compose, building custom images, or deploying containers to cloud services." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 9.6, "brief_justification": "" }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9.4, "brief_justification": "Perfectly structured, accurate, and beginner-friendly. Covers all requirements (conceptual explanation, step-by-step instructions, expected outputs, errors, and next steps). The breakdown of commands and troubleshooting is exceptionally clear and practical. Only minor improvement could be adding a brief note on Docker Hub (where images are stored) for absolute beginners." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9.4, "brief_justification": "Exceptionally well-structured, accurate, and beginner-friendly. Covers all requirements (conceptual explanation, step-by-step instructions, expected outputs, errors, and next steps) with clear, actionable language. Minor depth improvement possible with deeper technical insights (e.g., container lifecycle, Docker architecture)." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.8, "brief_justification": "Exceptionally well-structured, accurate, and thorough. Covers all requirements (conceptual explanation, step-by-step instructions, expected outputs, errors, and next steps) with beginner-friendly language and practical examples. The table formats and clear separation of sections enhance usability. Minor depth loss only in the 'what's next' section, which could be expanded further." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9.4, "brief_justification": "Exceptionally accurate, thorough, and beginner-friendly. Covers all requirements (conceptual explanation, step-by-step instructions, expected outputs, errors, and 'what's next'). The breakdown of commands and outputs is precise, and the explanations are clear and engaging. Minor improvement could be adding a 'what's next' section with more advanced topics (e.g., Docker Compose, custom images)." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 9.6, "brief_justification": "The response is highly accurate, logically valid, and covers all key aspects of deploying a Docker container for beginners. It includes conceptual explanations, step-by-step instructions with expected outputs, troubleshooting tips (implied in the structure), and a 'what's next' section (e.g., containerizing a Flask app). The clarity is excellent, with well-structured communication and helpful breakdowns of commands. The depth is strong, going beyond surface-level instructions to explain Docker c" }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 8.8, "brief_justification": "Comprehensive, accurate, clear, and practical with good depth." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 7.8, "brief_justification": "Factual and clear with actionable steps, though missing 'what's next' and limited depth beyond basics." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 7.8, "brief_justification": "Factual and clear with practical steps, though missing the custom container build section and limited depth in analysis." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.05, "brief_justification": "Accurately explains Docker concepts, provides clear step-by-step instructions with expected outputs, but lacks common errors/fixes and a 'what's next' section." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.8, "brief_justification": "Factual, thorough, clear, and actionable with helpful insights beyond basics." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.25, "brief_justification": "Accurately covers all requirements with clear, actionable steps; common errors are helpful, and 'what's next' guides further learning." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8.25, "brief_justification": "Accurately explains Docker concepts, provides clear step-by-step instructions with expected outputs, and addresses common errors. Missing 'what's next' section but covers all other requirements." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 7.8, "brief_justification": "Accurately explains Docker concepts and provides correct step-by-step instructions. Missing 'what's next' section but covers other requirements. Clear and structured with practical examples." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 8.8, "brief_justification": "Comprehensive, accurate, and clear with strong practical value and good depth." } ], "meta": { "source": "The Multivac (app.themultivac.com)", "methodology": "10x10 blind peer matrix evaluation", "criteria": "correctness, completeness, clarity, depth, usefulness", "self_judgments": "excluded from rankings", "license": "Open data — cite as: The Multivac (2026)" } }