{ "evaluation_id": "EVAL-20260402-224136", "question_id": "COMM-010", "question_text": "Rewrite these error messages to be clear, helpful, and actionable:\n\n1. \"Error: ECONNREFUSED 127.0.0.1:5432\"\n2. \"NullPointerException at line 847\"\n3. \"Request failed with status code 403\"\n4. \"Cannot read property 'map' of undefined\"\n5. \"Segmentation fault (core dumped)\"\n\nFor each, provide:\n- User-friendly message\n- Technical details (for logs)\n- Suggested action\n- When to show each version (user vs. developer)", "category": "communication", "timestamp": "2026-03-20T00:00:00.000Z", "display_date": "Mar 20, 2026", "winner": { "name": "Claude Sonnet 4.6", "provider": "openrouter", "score": 9.49 }, "avg_score": 9.096, "matrix_size": 90, "models_used": [ { "id": "deepseek_v4", "name": "DeepSeek V4", "provider": "openrouter" }, { "id": "mimo_v2_flash", "name": "MiMo-V2-Flash", "provider": "Xiaomi" }, { "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": "gpt_oss_120b", "name": "GPT-OSS-120B", "provider": "OpenAI" }, { "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": { "claude_sonnet_46": { "display_name": "Claude Sonnet 4.6", "provider": "openrouter", "average_score": 9.49, "score_count": 9, "min_score": 8.8, "max_score": 10, "rank": 1 }, "gpt_5_4": { "display_name": "GPT-5.4", "provider": "openrouter", "average_score": 9.35, "score_count": 9, "min_score": 8.8, "max_score": 9.8, "rank": 2 }, "mimo_v2_flash": { "display_name": "MiMo-V2-Flash", "provider": "Xiaomi", "average_score": 9.34, "score_count": 9, "min_score": 8.55, "max_score": 10, "rank": 3 }, "seed_16_flash": { "display_name": "Seed 1.6 Flash", "provider": "openrouter", "average_score": 9.22, "score_count": 9, "min_score": 8.55, "max_score": 10, "rank": 4 }, "gpt_oss_120b": { "display_name": "GPT-OSS-120B", "provider": "OpenAI", "average_score": 9.21, "score_count": 9, "min_score": 8.8, "max_score": 9.8, "rank": 5 }, "mistral_small_creative": { "display_name": "Mistral Small Creative", "provider": "Mistral", "average_score": 9.14, "score_count": 9, "min_score": 8.4, "max_score": 10, "rank": 6 }, "deepseek_v4": { "display_name": "DeepSeek V4", "provider": "openrouter", "average_score": 9.13, "score_count": 9, "min_score": 8.8, "max_score": 9.8, "rank": 7 }, "claude_opus_46": { "display_name": "Claude Opus 4.6", "provider": "openrouter", "average_score": 9.02, "score_count": 9, "min_score": 6.95, "max_score": 10, "rank": 8 }, "grok_420": { "display_name": "Grok 4.20", "provider": "openrouter", "average_score": 8.98, "score_count": 9, "min_score": 8.05, "max_score": 9.8, "rank": 9 }, "gemini_31_pro": { "display_name": "Gemini 3.1 Pro", "provider": "openrouter", "average_score": 8.08, "score_count": 9, "min_score": 5.65, "max_score": 9.8, "rank": 10 } }, "judgments": [ { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.8, "brief_justification": "Accurate rewrites covering all required parts, clearly presented, with useful actionable advice and reasonable depth." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9, "brief_justification": "" }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.55, "brief_justification": "Covers all errors thoroughly with accurate, actionable details; clear structure; and insightful analysis." }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9, "brief_justification": "The response is highly accurate, well-structured, and actionable for each of the five error messages. User-friendly messages are appropriately non-technical, technical details are precise, and suggested actions are practical and relevant. The recommended pattern section adds good general guidance. Minor gaps: could have mentioned specific file/class context for NullPointerException, or discussed error codes/IDs for user-facing messages to help support teams correlate issues. The 'when to show' s" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9.55, "brief_justification": "Exceptionally thorough and well-structured response. Each error is rewritten with clear user-friendly messages, detailed technical log formats, actionable suggestions for both audiences, and appropriate audience-targeting guidance. The security note on 403 vs 404, the recovery buttons for segfault, the universal principles summary, and specific developer commands (gdb, Valgrind, pg_ctl) all demonstrate deep practical knowledge. Minor deduction on correctness only because some log template variab" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.4, "brief_justification": "The response is highly accurate in diagnosing each error, provides excellent context, and gives genuinely actionable advice for both users and developers. The structure is consistent and clear. However, the response is cut off at item 4, missing the completion of that entry and entirely missing item 5 (Segmentation fault). This significantly impacts completeness. The items that are covered demonstrate strong depth with specific commands, tool suggestions, and security considerations." }, { "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": "The response is well-structured, clear, and covers all five error messages with all four requested components (user-friendly message, technical details, suggested action, when to show). The user-friendly messages are appropriately non-technical, and the suggested actions are practical. Minor weakness in depth: the technical log details could be richer (e.g., #2 fabricates a file path, #5 could mention analyzing the core dump with gdb, #4 could discuss defensive coding patterns). The response doe" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9, "brief_justification": "Excellent response that thoroughly addresses all five error messages with well-structured, accurate rewrites. Each error includes all four requested components (user-friendly message, technical details, suggested action, when to show). The user-friendly messages appropriately hide internals while being helpful, and the technical logs include meaningful context. The suggested actions are practical and relevant. The summary of key principles is a nice addition. Minor nitpick: some technical detail" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.2, "brief_justification": "Excellent, well-structured response that thoroughly addresses all five error messages with clear user-friendly rewrites, detailed technical log entries, actionable suggestions for both users and developers, and appropriate guidance on when to show each version. The technical details are realistic and specific (e.g., mentioning gdb for segfaults, Objects.requireNonNull for NPE, Array.isArray guard for undefined map). Minor deduction: the response appears slightly truncated at the end of #5, and s" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9.55, "brief_justification": "Exceptionally thorough and well-structured response. Each error message is rewritten with clear user-friendly versions, detailed technical log formats, differentiated actions for users vs developers, and practical guidance on when/where to display each version. The technical suggestions are accurate (e.g., systemctl status postgres, optional chaining, GDB for core dumps). Minor nitpick: the NullPointerException developer advice could mention using Optional types or better defensive programming p" }, { "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 response that thoroughly addresses all five error messages with well-structured, accurate rewrites. Each error includes all four requested components (user-friendly message, technical details, suggested action, when to show). The technical details are accurate (e.g., correctly identifying port 5432 as PostgreSQL, proper gdb advice for segfaults, appropriate optional chaining suggestion for JS). The summary table and key principles add extra value. Minor nitpick: the ❌ emoji for user-fr" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 9, "brief_justification": "The response is well-structured, accurate, and thoroughly addresses all five error messages with the four requested components. User-friendly messages are appropriately non-technical, technical details are accurate (correctly identifying PostgreSQL on 5432, suggesting gdb for core dumps, etc.), and suggested actions are practical and actionable. The 'when to show' sections could be slightly more nuanced (e.g., discussing error boundaries, monitoring dashboards, or specific UX patterns), and the " }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 6.95, "brief_justification": "Clear, structured rewrites with good user/developer separation for the first four items, but the fifth item is incomplete because it lacks suggested actions and when to show each version." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9.55, "brief_justification": "Accurate, well-structured, and fully covers each error with user-friendly wording, developer log details, actions, and audience guidance. Strong practical advice and thoughtful security/usability principles throughout." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 5.65, "brief_justification": "Accurate and reasonably clear for the items it covers, but the response is incomplete: item 4 is cut off and item 5 is missing entirely, so it fails the full task requirements." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9, "brief_justification": "Accurate rewrites with all requested sections for each error, clear separation of user vs developer messaging, and actionable suggestions. Minor deductions because some user-facing actions are generic and a few technical details are somewhat assumptive." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9, "brief_justification": "Accurate and well-structured rewrite for all five errors, covering user message, technical log detail, suggested action, and audience guidance. Minor issues include a few assumptions about language/file context and some actions that are more developer-facing than user-facing, but overall highly practical and clear." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8.8, "brief_justification": "Accurate and highly actionable rewrites with clear user/developer separation and strong technical logging guidance. Slightly reduced clarity/completeness because the final item appears truncated at the end." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9, "brief_justification": "Accurate and well-structured rewrite covering all requested fields for each error. Strong practical guidance for both users and developers, with only minor assumptions in some technical examples." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 9, "brief_justification": "Strong response that fully covers each error with user-facing text, technical log details, actions, and audience guidance. Mostly accurate and practical, though a few assumptions are slightly framework-specific or broader than necessary." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 9, "brief_justification": "Covers all five errors in the requested structure with clear user/developer separation and actionable steps. Mostly accurate and practical; minor issues include a slightly misleading user suggestion to check a local DB server and a JS-style null-check example for a generic NullPointerException." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9.75, "brief_justification": "Exceptional response that thoroughly addresses all five error messages with user-friendly messages, detailed technical logs, actionable suggestions for both users and developers, and clear audience-based display guidance. The depth is outstanding—each error includes root cause analysis, immediate fixes, and preventive measures. Minor deduction for correctness only because the segfault entry appears truncated, but everything shown is accurate and highly practical." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.55, "brief_justification": "Excellent response covering all five errors with user-friendly messages, technical details, actionable suggestions, and display guidance. The added general pattern section and offer to extend into JSON/style guide format adds practical value. Minor deduction on correctness/depth as some suggestions are generic (e.g., segfault advice could mention specific tools like gdb or valgrind), but overall this is thorough, well-structured, and highly actionable." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.2, "brief_justification": "The response is well-structured, accurate, and highly actionable for the first three errors, with excellent context, technical log formats, and role-specific guidance. However, the response is clearly truncated — errors 4 and 5 are missing entirely, which significantly impacts completeness. The content that is present demonstrates strong depth and practical value." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9, "brief_justification": "Excellent response that addresses all five error messages with user-friendly messages, technical details, suggested actions, and audience guidance. Well-structured with consistent formatting. The summary of best practices adds value. Minor gap: could have elaborated more on error monitoring integration or provided code examples for implementation, but overall highly practical and actionable." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9, "brief_justification": "Excellent response that thoroughly addresses all five error messages with user-friendly versions, technical details, suggested actions, and audience guidance. Well-structured with consistent formatting, appropriate security considerations (not exposing internals to users), and practical debugging advice. The key principles section adds valuable meta-context. Minor gap: could have included more specific recovery mechanisms or example code snippets for the developer-facing suggestions." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.55, "brief_justification": "Excellent response covering all five error messages with user-friendly messages, technical log details, suggested actions, and display guidance. The structured table format is highly readable. Technical details are realistic and specific (stack traces, log formats, environment variables). Suggestions are actionable for both users and developers. Minor deduction for correctness as the response was slightly cut off at the end of error #5, but overall this is a near-perfect answer." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9.55, "brief_justification": "Excellent response covering all five errors with user-friendly messages, technical log details, actionable suggestions, and clear audience targeting. The developer guidance is specific and practical (e.g., GDB for segfaults, optional chaining for JS, systemctl for PostgreSQL). Minor deduction on correctness/depth: 'Cannot read property of undefined' syntax is pre-ES2022 and the response could note modern JS uses 'Cannot read properties of undefined', but this is trivial. Overall, this is a model" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 9.35, "brief_justification": "Excellent response covering all five errors with user-friendly messages, technical details, suggested actions, and when to show each version. The summary table and key principles add extra value. Minor quibble: using ❌ for user messages is slightly confusing iconography, but overall the response is thorough, accurate, and highly actionable." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 9, "brief_justification": "Excellent response covering all five errors with user-friendly messages, technical log details, suggested actions, and appropriate audience guidance. Technically accurate throughout, with practical debugging commands and code examples. Minor improvement possible: the segfault and NPE user messages could be slightly more specific about recovery paths, but overall this is thorough, well-structured, and highly actionable for both users and developers." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 8.9, "brief_justification": "The response is highly accurate, clear, and insightful, providing excellent technical and user-facing context. However, the response is truncated at the end, missing the suggested actions and visibility context for the final error message." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.8, "brief_justification": "The response perfectly follows the prompt's instructions, providing accurate technical details, clear user-facing copy, and actionable steps for all five error messages." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 10, "brief_justification": "The response perfectly addresses all aspects of the prompt. It accurately identifies the technical context of each error, provides excellent user-friendly alternatives, detailed logging structures, and highly actionable steps for both users and developers. The formatting is exceptionally clear, and the inclusion of general principles adds great depth." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.05, "brief_justification": "" }, { "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 response perfectly follows all instructions, providing accurate, clear, and highly actionable error message rewrites with excellent structure and helpful context." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.6, "brief_justification": "The response is highly accurate, well-structured, and provides excellent technical depth. It loses a point in completeness only because the final sentence is slightly cut off." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 10, "brief_justification": "The response perfectly addresses all prompt requirements with highly accurate technical context, excellent user-friendly translations, and highly actionable advice for both users and developers." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 10, "brief_justification": "The response perfectly addresses all prompt requirements with high technical accuracy, excellent formatting, and deep, actionable insights for both users and developers." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 10, "brief_justification": "The response perfectly addresses all constraints, accurately identifying the context of each error (e.g., PostgreSQL for port 5432, JavaScript for the 'map' error, C/C++ for segfaults) and providing highly actionable, well-structured advice for both users and developers." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9, "brief_justification": "The response is highly accurate, thorough, clear, and provides deep, actionable insights for each error with well-structured user/developer separation." }, { "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 response is highly accurate, well-structured, and provides clear, actionable rewrites for each error with all requested components. It demonstrates strong insight into user experience versus developer needs and includes a helpful general pattern." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9.2, "brief_justification": "The response is highly accurate, logically structured, and directly addresses all requested elements for each error. It provides clear, actionable, user-friendly rewrites while maintaining technical depth in logs and suggestions. The universal principles add extra value without deviating from the query." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.6, "brief_justification": "The response provides clear, well-structured rewrites for most errors with appropriate user-friendly messages, technical details, actions, and display guidance. It is mostly complete but cuts off abruptly at error 4, leaving error 5 unaddressed." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.8, "brief_justification": "The response is highly accurate, structured, and actionable. It thoroughly addresses all requested elements for each error with excellent clarity. Depth is strong through principles and context, though minor assumptions (e.g., PostgreSQL) slightly limit perfection." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8.8, "brief_justification": "The response is highly accurate, thorough, and well-structured. It provides clear, actionable rewrites for all errors with appropriate user-friendly messages, technical logs, suggestions, and context on when to display each. Minor cutoff at the end of the last entry slightly affects completeness but doesn't detract significantly from overall quality." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9, "brief_justification": "The response is factually accurate, logically structured, and directly addresses all requested elements for each error. It provides clear distinctions between user and developer views with practical, actionable suggestions. Minor deduction for depth as some suggestions (e.g., for segfault) are standard rather than highly insightful." }, { "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 response is factually accurate, logically structured, and provides comprehensive, actionable rewrites for each error with clear separation of user-facing and developer-facing content. It adds valuable context, causes, and fixes beyond the basic requirements while maintaining excellent clarity and practicality." }, { "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 response is factually accurate, logically structured, and provides clear, helpful rewrites for each error. It fully covers all requested elements (user message, technical details, actions, when to show) with good depth in suggestions. Minor deduction for depth as some technical details could be slightly more precise (e.g., assuming PostgreSQL without confirmation), but overall excellent." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9.8, "brief_justification": "Comprehensive, clear, and actionable responses for each error message." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.8, "brief_justification": "Comprehensive, clear, and actionable rewrites with excellent detail for both users and developers." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9.6, "brief_justification": "Comprehensive, accurate, and highly actionable with clear distinctions between user and developer messages." }, { "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, thorough, and actionable with clear distinctions for users and developers." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9.8, "brief_justification": "Exceptionally clear, complete, and actionable responses for each error type, with appropriate differentiation between user and developer messages." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8.8, "brief_justification": "Comprehensive and actionable error message rewrites with clear distinctions between user-friendly and technical versions." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9.6, "brief_justification": "Accurate, thorough, and actionable with clear distinctions for users and developers." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 9, "brief_justification": "Detailed, structured, and actionable responses with clear differentiation between user and developer needs." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 9.8, "brief_justification": "Comprehensive, clear, and actionable responses for both users and developers." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 8.8, "brief_justification": "The response accurately rewrites each error with appropriate technical details and actionable guidance, covers all required elements, is well‑structured and easy to read, offers insightful root‑cause analysis and preventive steps, and provides practical actions for both users and developers." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 8.8, "brief_justification": "" }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9.2, "brief_justification": "Comprehensive rewrite covering all required parts, clear formatting, insightful developer guidance, and practical user actions." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 6.5, "brief_justification": "The answer correctly rewrites most messages with clear user-friendly text, technical log details, and actionable steps, showing good depth and clarity. However, it is incomplete, cutting off before fully covering errors 4 and 5, reducing overall completeness and usefulness." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9, "brief_justification": "Accurate rewrites covering all required aspects, well-structured and clear, with practical actions and good insight into user vs developer messaging." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 9.2, "brief_justification": "Accurate rewrites with full technical context, actionable steps, and clear separation for users vs developers; covers all errors comprehensively and is well organized." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 8.55, "brief_justification": "Accurate rewrites with appropriate technical details and actionable steps; covers all required aspects clearly and with useful depth for both users and developers." }, { "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 structure, actionable advice for both audiences, and strong technical depth. Minor deduction for missing 'When to Show' section for item 5, but overall highly comprehensive." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 8.8, "brief_justification": "Excellent, comprehensive response covering all requested aspects for each error. Highly accurate and actionable." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9.55, "brief_justification": "Comprehensive, accurate, and highly actionable with excellent structure and universal principles." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.6, "brief_justification": "Accurate, thorough, and well-structured with actionable advice for both users and developers." }, { "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 structure, actionable advice, and strong separation of user vs. developer views. Minor deduction in depth for some generic user messages, but overall highly effective." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9, "brief_justification": "Accurate, thorough, and well-structured with practical actions for both users and developers." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.35, "brief_justification": "Exceptionally thorough and actionable. The response provides a consistent, structured template for all five errors, covering user-friendly messaging, technical logging, and clear guidance for both users and developers. The suggestions are practical and demonstrate deep understanding of software operations." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 9.55, "brief_justification": "Comprehensive, accurate, and well-structured with clear user/dev differentiation and actionable steps." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 9, "brief_justification": "Accurate, thorough, and well-structured with clear differentiation between user and developer versions." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 10, "brief_justification": "Exceptionally thorough, accurate, and actionable. Each error is dissected with user-friendly messaging, technical depth, and clear next steps for both users and developers. Contextual distinctions (e.g., when to show which version) are well-justified, and suggestions are practical and rooted in best practices." }, { "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 actionable. Covers all criteria comprehensively with clear distinctions between user and developer messaging, technical depth, and practical steps. The recommended pattern adds significant value." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 10, "brief_justification": "Exceptionally well-structured, thorough, and actionable. Each error is broken down into user-friendly and technical versions with precise guidance for both audiences. The universal principles section adds significant value by summarizing best practices. No gaps in coverage or clarity." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 9.8, "brief_justification": "Exceptionally thorough, accurate, and actionable. Each error is broken down with precise context, user/developer-specific messaging, technical details, and clear next steps. The response demonstrates deep understanding of both technical and UX considerations." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9.8, "brief_justification": "Flawless rewrite with perfect separation of user/developer messaging, actionable steps, and technical precision. Covers all cases thoroughly with best practices." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9.8, "brief_justification": "Flawless execution—user-friendly messages are concise and actionable, technical details are precise and log-ready, and suggested actions are practical for both users and developers. Depth is excellent, covering edge cases (e.g., security, memory corruption) while maintaining clarity. Only minor improvement: could explicitly note *when* to escalate to support (e.g., 'Contact support if the issue persists after 2 restarts')." }, { "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 thorough, structured, and actionable. Each error is broken down into clear user-facing and technical components with precise guidance for both end-users and developers. The suggested actions are concrete and context-aware, and the distinction between user vs. developer visibility is well-defined. Minor depth loss only in the 'Segmentation fault' case where additional debugging context (e.g., common root causes like memory leaks) could have been included." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9.8, "brief_justification": "Perfectly structured, accurate, and actionable. Each error is broken down into user-friendly and technical versions with clear guidance for both audiences. Depth is excellent, covering root causes and debugging steps. Only minor improvement could be adding a brief note on how to escalate critical issues (e.g., 403 or segfault) for users." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 9.8, "brief_justification": "Exceptionally well-structured, accurate, and thorough. Each error is broken down into user-friendly and technical versions with precise actions and context. Balances simplicity for users and depth for developers flawlessly." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9, "brief_justification": "Thoroughly covers all errors with clear structure, accurate technical details, actionable steps, and insightful analysis beyond surface level." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.6, "brief_justification": "All error rewrites are factually accurate, cover all required elements, are clearly structured, provide insightful analysis, and offer highly practical actions." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 8.8, "brief_justification": "All error messages are clear, accurate, and actionable, with thorough coverage and practical value." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.4, "brief_justification": "Accurately rewrites errors with clear, actionable details; covers all cases thoroughly; well-structured; provides insightful context; and offers practical steps for users and developers." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.4, "brief_justification": "Accurately rewritten with clear structure, actionable steps, and appropriate differentiation between user/developer messages." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9, "brief_justification": "Accurately addresses all errors with clear, actionable messages; thorough coverage of user/developer needs; insightful suggestions; and practical value." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9, "brief_justification": "All error messages are accurately rewritten with clear user/technical versions, actionable steps, and appropriate display guidance. Technical details are precise, and suggested actions are insightful." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 8.4, "brief_justification": "Covers all error messages comprehensively with clear structure, accurate details, and actionable steps for both users and developers." } ], "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)" } }