{ "evaluation_id": "EVAL-20260207-152155", "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": "Mistral Small Creative", "provider": "Mistral", "score": 9.86 }, "avg_score": 9.587, "matrix_size": 90, "models_used": [ { "id": "claude_opus", "name": "Claude Opus 4.5", "provider": "Anthropic" }, { "id": "mistral_small_creative", "name": "Mistral Small Creative", "provider": "Mistral" }, { "id": "gemini_2_5_flash_lite", "name": "Gemini 2.5 Flash Lite", "provider": "Google" }, { "id": "gemini_2_5_flash", "name": "Gemini 2.5 Flash", "provider": "Google" }, { "id": "gpt_oss_120b", "name": "GPT-OSS-120B", "provider": "OpenAI" }, { "id": "grok_4_1_fast", "name": "Grok 4.1 Fast", "provider": "xAI" }, { "id": "deepseek_v3", "name": "DeepSeek V3.2", "provider": "DeepSeek" }, { "id": "glm_4_7", "name": "GLM-4-7", "provider": "Zhipu" }, { "id": "claude_sonnet", "name": "Claude Sonnet 4.5", "provider": "Anthropic" }, { "id": "seed_1_6_flash", "name": "Seed 1.6 Flash", "provider": "ByteDance" } ], "rankings": { "mistral_small_creative": { "display_name": "Mistral Small Creative", "provider": "Mistral", "average_score": 9.86, "score_count": 9, "min_score": 9.2, "max_score": 10, "rank": 1 }, "claude_sonnet": { "display_name": "Claude Sonnet 4.5", "provider": "Anthropic", "average_score": 9.84, "score_count": 9, "min_score": 9.2, "max_score": 10, "rank": 2 }, "claude_opus": { "display_name": "Claude Opus 4.5", "provider": "Anthropic", "average_score": 9.82, "score_count": 9, "min_score": 9.2, "max_score": 10, "rank": 3 }, "seed_1_6_flash": { "display_name": "Seed 1.6 Flash", "provider": "ByteDance", "average_score": 9.72, "score_count": 9, "min_score": 9.2, "max_score": 10, "rank": 4 }, "gemini_2_5_flash": { "display_name": "Gemini 2.5 Flash", "provider": "Google", "average_score": 9.71, "score_count": 9, "min_score": 9.25, "max_score": 10, "rank": 5 }, "grok_4_1_fast": { "display_name": "Grok 4.1 Fast", "provider": "xAI", "average_score": 9.68, "score_count": 9, "min_score": 9, "max_score": 10, "rank": 6 }, "deepseek_v3": { "display_name": "DeepSeek V3.2", "provider": "DeepSeek", "average_score": 9.63, "score_count": 9, "min_score": 9.2, "max_score": 9.8, "rank": 7 }, "gemini_2_5_flash_lite": { "display_name": "Gemini 2.5 Flash Lite", "provider": "Google", "average_score": 9.46, "score_count": 9, "min_score": 8.45, "max_score": 10, "rank": 8 }, "gpt_oss_120b": { "display_name": "GPT-OSS-120B", "provider": "OpenAI", "average_score": 9.17, "score_count": 9, "min_score": 6.4, "max_score": 10, "rank": 9 }, "glm_4_7": { "display_name": "GLM-4-7", "provider": "Zhipu", "average_score": 8.98, "score_count": 9, "min_score": 7.45, "max_score": 9.8, "rank": 10 } }, "judgments": [ { "judge_key": "gemini_2_5_flash_lite", "judge_name": "Gemini 2.5 Flash Lite", "respondent_key": "claude_opus", "respondent_name": "Claude Opus 4.5", "weighted_score": 10, "brief_justification": "The response expertly rewrites each error message, providing clear user-friendly messages, detailed technical information for logs, actionable suggestions for both users and developers, and guidance on when to display each version. The summary table is a helpful addition." }, { "judge_key": "gemini_2_5_flash_lite", "judge_name": "Gemini 2.5 Flash Lite", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 10, "brief_justification": "The response excellently addresses all aspects of the prompt, providing clear, user-friendly, and technically detailed error messages with actionable advice for each scenario." }, { "judge_key": "seed_1_6_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "gemini_2_5_flash_lite", "respondent_name": "Gemini 2.5 Flash Lite", "weighted_score": 9.4, "brief_justification": "The response accurately rewrites error messages with clear, actionable content, covers all required sections comprehensively, and provides insightful analysis for developers." }, { "judge_key": "seed_1_6_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "gemini_2_5_flash", "respondent_name": "Gemini 2.5 Flash", "weighted_score": 9.55, "brief_justification": "Responses are factually accurate, cover all errors thoroughly, are clearly structured, provide insightful analysis, and offer practical, actionable guidance." }, { "judge_key": "seed_1_6_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.2, "brief_justification": "The response effectively addresses all errors with clear, actionable messages, technical details, and guidance, though the segmentation fault's technical details are brief and user message is somewhat generic." }, { "judge_key": "seed_1_6_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "grok_4_1_fast", "respondent_name": "Grok 4.1 Fast", "weighted_score": 9.55, "brief_justification": "Responses are accurate, cover all required sections, and provide clear, actionable guidance with practical technical details." }, { "judge_key": "seed_1_6_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "deepseek_v3", "respondent_name": "DeepSeek V3.2", "weighted_score": 9.4, "brief_justification": "The response accurately rewrites error messages with clear user/developer versions, technical details, and actionable steps, while including implementation guidelines that add depth and practical value." }, { "judge_key": "seed_1_6_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "glm_4_7", "respondent_name": "GLM-4-7", "weighted_score": 9.55, "brief_justification": "The response provides accurate, clear, and actionable error messages with technical details and context, offering practical value for both users and developers." }, { "judge_key": "seed_1_6_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "claude_sonnet", "respondent_name": "Claude Sonnet 4.5", "weighted_score": 9.55, "brief_justification": "Error messages are factually accurate with clear structure; covers all requirements thoroughly with actionable insights for both users and developers." }, { "judge_key": "seed_1_6_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "claude_opus", "respondent_name": "Claude Opus 4.5", "weighted_score": 9.55, "brief_justification": "Responses are factually accurate with clear structure; cover all errors thoroughly; provide actionable insights for both users and developers." }, { "judge_key": "seed_1_6_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 10, "brief_justification": "The response accurately rewrites error messages with clear user/developer versions, actionable steps, and context, covering all requirements comprehensively." }, { "judge_key": "gemini_2_5_flash", "judge_name": "Gemini 2.5 Flash", "respondent_key": "gemini_2_5_flash_lite", "respondent_name": "Gemini 2.5 Flash Lite", "weighted_score": 10, "brief_justification": "The response is exceptionally well-structured, providing accurate, clear, and actionable advice for each error message, distinguishing effectively between user and developer needs." }, { "judge_key": "gemini_2_5_flash", "judge_name": "Gemini 2.5 Flash", "respondent_key": "seed_1_6_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 10, "brief_justification": "The response is exceptionally well-structured, providing clear, helpful, and actionable rewrites for each error message. It effectively differentiates between user and developer needs." }, { "judge_key": "gemini_2_5_flash", "judge_name": "Gemini 2.5 Flash", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 10, "brief_justification": "The response provides an excellent, comprehensive breakdown for each error, adhering perfectly to all requested criteria and offering highly practical advice." }, { "judge_key": "gemini_2_5_flash", "judge_name": "Gemini 2.5 Flash", "respondent_key": "grok_4_1_fast", "respondent_name": "Grok 4.1 Fast", "weighted_score": 9.8, "brief_justification": "The response provides excellent, clear, and actionable rewrites for each error message, distinguishing well between user and developer versions." }, { "judge_key": "gemini_2_5_flash", "judge_name": "Gemini 2.5 Flash", "respondent_key": "deepseek_v3", "respondent_name": "DeepSeek V3.2", "weighted_score": 9.8, "brief_justification": "The response provides excellent, well-structured rewrites for each error, clearly differentiating between user and developer messages and offering actionable advice. The added guidelines further enhance its value." }, { "judge_key": "gemini_2_5_flash", "judge_name": "Gemini 2.5 Flash", "respondent_key": "glm_4_7", "respondent_name": "GLM-4-7", "weighted_score": 9, "brief_justification": "The response provides clear, helpful, and actionable rewrites for each error message, effectively differentiating between user and developer perspectives." }, { "judge_key": "gemini_2_5_flash", "judge_name": "Gemini 2.5 Flash", "respondent_key": "claude_sonnet", "respondent_name": "Claude Sonnet 4.5", "weighted_score": 10, "brief_justification": "The response is exceptionally thorough, providing clear, helpful, and actionable rewrites for each error message, distinguishing effectively between user and developer needs." }, { "judge_key": "gemini_2_5_flash", "judge_name": "Gemini 2.5 Flash", "respondent_key": "claude_opus", "respondent_name": "Claude Opus 4.5", "weighted_score": 10, "brief_justification": "The response provides excellent, comprehensive rewrites for each error message, clearly distinguishing between user-facing and developer-facing information, and offering actionable advice for both." }, { "judge_key": "gemini_2_5_flash", "judge_name": "Gemini 2.5 Flash", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 10, "brief_justification": "The response provides excellent, detailed, and actionable rewrites for each error, clearly distinguishing between user and developer messages and offering comprehensive technical insights and suggested actions." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "gemini_2_5_flash_lite", "respondent_name": "Gemini 2.5 Flash Lite", "weighted_score": 8.45, "brief_justification": "The response accurately rewrites all five errors with helpful messages, technical logs, and actions, and is clearly organized, but the last error lacks the 'when to show each version' section and its developer action is cut off, reducing completeness." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "seed_1_6_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 9.2, "brief_justification": "The response accurately rewrites each error with appropriate user-friendly text, technical log details, actionable steps, and audience guidance, covering all required elements in a clear and practical manner." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "gemini_2_5_flash", "respondent_name": "Gemini 2.5 Flash", "weighted_score": 9.25, "brief_justification": "The response accurately rewrites each error with appropriate user-friendly text, detailed log info, actionable steps, and context for display, covering all required elements in a clear and useful manner." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "grok_4_1_fast", "respondent_name": "Grok 4.1 Fast", "weighted_score": 9, "brief_justification": "The response accurately rewrites each error with appropriate user-friendly text, technical log details, and actionable steps, covering all required fields clearly and with useful debugging guidance." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "deepseek_v3", "respondent_name": "DeepSeek V3.2", "weighted_score": 9.2, "brief_justification": "The answer accurately rewrites each error with user-friendly text, detailed logs, and actionable steps, covering all required elements and adding helpful implementation guidance." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "glm_4_7", "respondent_name": "GLM-4-7", "weighted_score": 7.45, "brief_justification": "The response gives accurate, clear rewrites and actions for most errors, but the last entry is truncated and omits the developer‑vs‑user display guidance, reducing overall completeness." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "claude_sonnet", "respondent_name": "Claude Sonnet 4.5", "weighted_score": 9.2, "brief_justification": "The response fully addresses each error with appropriate user-friendly text, detailed log information, actionable steps, and clear guidance on when to display each version, presented in a well‑structured and practical manner." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "claude_opus", "respondent_name": "Claude Opus 4.5", "weighted_score": 9.2, "brief_justification": "The answer accurately rewrites each error with user-friendly text, detailed log info, actionable steps, and context for display, covering all required points in a clear, well‑structured format." }, { "judge_key": "grok_4_1_fast", "judge_name": "Grok 4.1 Fast", "respondent_key": "gemini_2_5_flash_lite", "respondent_name": "Gemini 2.5 Flash Lite", "weighted_score": 9.8, "brief_justification": "The response accurately explains each error, provides all requested elements with insightful details and examples, and is highly structured and actionable, though slightly incomplete due to truncation in the final error's suggested actions." }, { "judge_key": "grok_4_1_fast", "judge_name": "Grok 4.1 Fast", "respondent_key": "seed_1_6_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 9.8, "brief_justification": "The response accurately interprets and rewrites all five error messages with all required elements in a highly structured, actionable format, offering insightful context and examples beyond basics. It excels in practicality for both users and developers while maintaining perfect clarity and completeness." }, { "judge_key": "grok_4_1_fast", "judge_name": "Grok 4.1 Fast", "respondent_key": "gemini_2_5_flash", "respondent_name": "Gemini 2.5 Flash", "weighted_score": 9.8, "brief_justification": "The response accurately interprets and rewrites all five errors with all required elements, using clear structure and markdown for readability. It provides insightful explanations, tailored actions for users/developers, and practical logging/display guidance, though depth could include minor code examples for extra insight." }, { "judge_key": "grok_4_1_fast", "judge_name": "Grok 4.1 Fast", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8.6, "brief_justification": "The response offers highly structured, accurate, and insightful rewrites for the first four errors with practical templates separating user/developer needs, but is incomplete by abruptly cutting off at the fifth error without any content." }, { "judge_key": "grok_4_1_fast", "judge_name": "Grok 4.1 Fast", "respondent_key": "deepseek_v3", "respondent_name": "DeepSeek V3.2", "weighted_score": 9.8, "brief_justification": "The response accurately interprets and rewrites all five errors with all required elements, using clear structure and actionable suggestions, while adding insightful implementation guidelines for enhanced practicality." }, { "judge_key": "grok_4_1_fast", "judge_name": "Grok 4.1 Fast", "respondent_key": "glm_4_7", "respondent_name": "GLM-4-7", "weighted_score": 9.4, "brief_justification": "" }, { "judge_key": "grok_4_1_fast", "judge_name": "Grok 4.1 Fast", "respondent_key": "claude_sonnet", "respondent_name": "Claude Sonnet 4.5", "weighted_score": 10, "brief_justification": "The response fully addresses all five error messages with accurate interpretations, all required elements (user-friendly message, technical details, suggested actions, display contexts), plus insightful causes, specific debugging commands, and a valuable best practices summary for exceptional practicality." }, { "judge_key": "grok_4_1_fast", "judge_name": "Grok 4.1 Fast", "respondent_key": "claude_opus", "respondent_name": "Claude Opus 4.5", "weighted_score": 10, "brief_justification": "The response accurately interprets each error, fully covers all required elements with precise, actionable content, and enhances value through structured tables, specific dev commands, and a summary overview." }, { "judge_key": "grok_4_1_fast", "judge_name": "Grok 4.1 Fast", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 10, "brief_justification": "The response fully addresses all five errors with accurate interpretations, providing tailored user-friendly and technical messages, detailed causes, actionable fixes with code/commands, and precise usage guidelines in a highly structured format." }, { "judge_key": "deepseek_v3", "judge_name": "DeepSeek V3.2", "respondent_key": "gemini_2_5_flash_lite", "respondent_name": "Gemini 2.5 Flash Lite", "weighted_score": 9.8, "brief_justification": "The response is factually accurate, thoroughly addresses all requested elements for each error, and is exceptionally well-structured and clear. It provides highly actionable guidance for both users and developers, with insightful distinctions between user and developer contexts, though the depth is slightly limited by not exploring more nuanced scenarios for each error type." }, { "judge_key": "deepseek_v3", "judge_name": "DeepSeek V3.2", "respondent_key": "seed_1_6_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 10, "brief_justification": "The response perfectly rewrites each error with clear user and developer versions, provides actionable steps, and correctly distinguishes when to show each, demonstrating comprehensive understanding and practical application." }, { "judge_key": "deepseek_v3", "judge_name": "DeepSeek V3.2", "respondent_key": "gemini_2_5_flash", "respondent_name": "Gemini 2.5 Flash", "weighted_score": 9.8, "brief_justification": "The response perfectly addresses all requirements by providing clear, actionable rewrites for each error with appropriate user and developer versions, actions, and display contexts, demonstrating excellent practical utility and structure." }, { "judge_key": "deepseek_v3", "judge_name": "DeepSeek V3.2", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.8, "brief_justification": "The response is factually correct, thoroughly covers all five errors with clear user/developer versions and actions, and is structured for immediate practical use. The depth is slightly reduced as the analysis of the 'Segmentation fault' error is incomplete, but the overall response is highly actionable." }, { "judge_key": "deepseek_v3", "judge_name": "DeepSeek V3.2", "respondent_key": "grok_4_1_fast", "respondent_name": "Grok 4.1 Fast", "weighted_score": 9.8, "brief_justification": "The response accurately rewrites all error messages with clear, actionable guidance for both users and developers, covering all requested components thoroughly and with practical technical details." }, { "judge_key": "deepseek_v3", "judge_name": "DeepSeek V3.2", "respondent_key": "glm_4_7", "respondent_name": "GLM-4-7", "weighted_score": 8.6, "brief_justification": "The response is highly accurate and actionable, with excellent user/developer separation, but the final example is cut off and lacks a full suggested action." }, { "judge_key": "deepseek_v3", "judge_name": "DeepSeek V3.2", "respondent_key": "claude_sonnet", "respondent_name": "Claude Sonnet 4.5", "weighted_score": 10, "brief_justification": "The response perfectly addresses all requirements by providing clear, user-friendly messages, detailed technical logs, actionable steps for both users and developers, and explicit guidance on when to show each version, demonstrating exceptional thoroughness and practical value." }, { "judge_key": "deepseek_v3", "judge_name": "DeepSeek V3.2", "respondent_key": "claude_opus", "respondent_name": "Claude Opus 4.5", "weighted_score": 9.8, "brief_justification": "The response is highly accurate, thoroughly addresses all requested aspects for each error, is exceptionally well-structured and clear, offers practical and actionable guidance, and demonstrates strong depth, though the summary table is slightly less insightful than the detailed rewrites." }, { "judge_key": "deepseek_v3", "judge_name": "DeepSeek V3.2", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 10, "brief_justification": "The response perfectly rewrites each error with clear, actionable user messages and detailed technical guidance, fully addressing all requested components and demonstrating exceptional depth and practical value." }, { "judge_key": "glm_4_7", "judge_name": "GLM-4-7", "respondent_key": "gemini_2_5_flash_lite", "respondent_name": "Gemini 2.5 Flash Lite", "weighted_score": 9, "brief_justification": "The response provides excellent, technically accurate rewrites with clear distinctions between user and developer contexts, including specific debugging steps and code examples. It loses points on completeness because the final entry (Segmentation fault) cuts off abruptly, missing the full suggested actions for developers and the 'when to show' section." }, { "judge_key": "glm_4_7", "judge_name": "GLM-4-7", "respondent_key": "seed_1_6_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 9.8, "brief_justification": "The response accurately interprets all five technical errors and provides comprehensive, well-structured rewrites that clearly distinguish between user-facing and developer-facing information. The suggested actions are practical and specific, making the output highly actionable for real-world scenarios." }, { "judge_key": "glm_4_7", "judge_name": "GLM-4-7", "respondent_key": "gemini_2_5_flash", "respondent_name": "Gemini 2.5 Flash", "weighted_score": 9.8, "brief_justification": "The response flawlessly addresses all five error messages with distinct user-friendly and technical versions, providing specific, actionable advice for both users and developers. The formatting is excellent, and the technical advice demonstrates deep understanding of the underlying issues." }, { "judge_key": "glm_4_7", "judge_name": "GLM-4-7", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 6.4, "brief_justification": "The response provides excellent, structured rewrites for the first four errors with clear separation of user-facing and technical details, but it cuts off abruptly before completing the fifth error, significantly impacting its overall completeness and usefulness." }, { "judge_key": "glm_4_7", "judge_name": "GLM-4-7", "respondent_key": "grok_4_1_fast", "respondent_name": "Grok 4.1 Fast", "weighted_score": 9.8, "brief_justification": "The response provides accurate, comprehensive, and well-structured rewrites for all 5 error messages with practical debugging guidance and appropriate user/developer messaging strategies." }, { "judge_key": "glm_4_7", "judge_name": "GLM-4-7", "respondent_key": "deepseek_v3", "respondent_name": "DeepSeek V3.2", "weighted_score": 9.55, "brief_justification": "Excellent response that provides clear, actionable error messages for all 5 cases with appropriate user/developer distinctions and helpful implementation guidelines. Minor deduction on correctness for inventing some technical details (file paths, line numbers) not present in original errors." }, { "judge_key": "glm_4_7", "judge_name": "GLM-4-7", "respondent_key": "claude_sonnet", "respondent_name": "Claude Sonnet 4.5", "weighted_score": 10, "brief_justification": "This response is exceptional, providing clear, user-friendly messages alongside detailed technical information for all five error types. It includes specific debugging commands, probable causes, and practical actions for both users and developers, plus valuable best practices guidance." }, { "judge_key": "glm_4_7", "judge_name": "GLM-4-7", "respondent_key": "claude_opus", "respondent_name": "Claude Opus 4.5", "weighted_score": 10, "brief_justification": "The response perfectly addresses all requirements with accurate technical interpretations, clear structure, and highly actionable advice for both users and developers across all five error scenarios." }, { "judge_key": "glm_4_7", "judge_name": "GLM-4-7", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 10, "brief_justification": "This response is exceptional, providing comprehensive, technically accurate, and highly actionable error message rewrites for all 5 cases. It includes detailed technical context, code examples, debugging commands, and clear guidance on when to display each version, plus a valuable principles summary." }, { "judge_key": "claude_sonnet", "judge_name": "Claude Sonnet 4.5", "respondent_key": "gemini_2_5_flash_lite", "respondent_name": "Gemini 2.5 Flash Lite", "weighted_score": 9.35, "brief_justification": "Excellent response with accurate technical explanations, comprehensive coverage of all five errors, and highly actionable guidance for both users and developers. Minor deduction for slight verbosity in some sections, but overall exceptionally useful and well-structured." }, { "judge_key": "claude_sonnet", "judge_name": "Claude Sonnet 4.5", "respondent_key": "seed_1_6_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 9.35, "brief_justification": "Excellent comprehensive response with accurate technical details, well-structured user/developer messaging, and actionable guidance for each error. Minor verbosity in some user messages could be streamlined, but overall exceptionally practical and thorough." }, { "judge_key": "claude_sonnet", "judge_name": "Claude Sonnet 4.5", "respondent_key": "gemini_2_5_flash", "respondent_name": "Gemini 2.5 Flash", "weighted_score": 9.8, "brief_justification": "Excellent response with accurate technical interpretations, comprehensive coverage of all five errors, clear separation of user/developer messaging, and highly actionable guidance. The formatting is professional and the advice is practical for real-world implementation." }, { "judge_key": "claude_sonnet", "judge_name": "Claude Sonnet 4.5", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.8, "brief_justification": "Exceptional response that correctly rewrites all five error messages with comprehensive user-friendly versions, technical details, actionable steps for both users and developers, and clear guidance on when to show each version. The structured table format and practical examples demonstrate deep understanding of error handling best practices." }, { "judge_key": "claude_sonnet", "judge_name": "Claude Sonnet 4.5", "respondent_key": "grok_4_1_fast", "respondent_name": "Grok 4.1 Fast", "weighted_score": 9.8, "brief_justification": "Excellent response with accurate technical details, clear user-friendly messages, and highly actionable debugging steps for each error. Properly distinguishes between user and developer contexts with specific tools and commands." }, { "judge_key": "claude_sonnet", "judge_name": "Claude Sonnet 4.5", "respondent_key": "deepseek_v3", "respondent_name": "DeepSeek V3.2", "weighted_score": 9.8, "brief_justification": "Excellent response that accurately rewrites all five error messages with appropriate user-friendly and technical versions, actionable steps, and clear guidance on when to show each. The additional implementation guidelines demonstrate deep understanding of error handling best practices." }, { "judge_key": "claude_sonnet", "judge_name": "Claude Sonnet 4.5", "respondent_key": "glm_4_7", "respondent_name": "GLM-4-7", "weighted_score": 8.6, "brief_justification": "Excellent response with accurate technical details and appropriate user-friendly alternatives. Minor deduction for the last entry being cut off and some suggested actions could be more specific about immediate troubleshooting steps." }, { "judge_key": "claude_sonnet", "judge_name": "Claude Sonnet 4.5", "respondent_key": "claude_opus", "respondent_name": "Claude Opus 4.5", "weighted_score": 9.8, "brief_justification": "Excellent response with accurate technical details, well-structured user-friendly messages, and comprehensive actionable guidance for both users and developers. The summary table and consistent formatting enhance practical utility." }, { "judge_key": "claude_sonnet", "judge_name": "Claude Sonnet 4.5", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 10, "brief_justification": "Exceptional response that perfectly addresses all requirements with technically accurate error explanations, clear user-friendly messages, actionable debugging steps, and appropriate context for when to show each version. The formatting, code examples, and practical guidance demonstrate expert-level understanding." }, { "judge_key": "claude_opus", "judge_name": "Claude Opus 4.5", "respondent_key": "gemini_2_5_flash_lite", "respondent_name": "Gemini 2.5 Flash Lite", "weighted_score": 9.35, "brief_justification": "Excellent, comprehensive response that correctly interprets each error type and provides well-structured, practical rewrites. The format is consistent and clear, with appropriate differentiation between user and developer messaging. Minor deduction for the truncated final error message, though the pattern was well-established." }, { "judge_key": "claude_opus", "judge_name": "Claude Opus 4.5", "respondent_key": "seed_1_6_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 9.35, "brief_justification": "Excellent comprehensive response that correctly interprets each error type and provides well-structured rewrites with all requested components. The user-friendly messages are appropriately non-technical, technical details are accurate, and suggested actions are practical. Minor deduction for the first error's user message mentioning network issues when 127.0.0.1 is localhost (a backend issue, not user's network)." }, { "judge_key": "claude_opus", "judge_name": "Claude Opus 4.5", "respondent_key": "gemini_2_5_flash", "respondent_name": "Gemini 2.5 Flash", "weighted_score": 9.55, "brief_justification": "Excellent, comprehensive response that correctly interprets each error type and provides well-structured, practical rewrites. All requested components (user-friendly message, technical details, suggested actions, when to show) are thoroughly addressed with appropriate context-awareness for different audiences. The technical explanations are accurate and the suggested actions are genuinely actionable." }, { "judge_key": "claude_opus", "judge_name": "Claude Opus 4.5", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.15, "brief_justification": "Excellent, well-structured response with clear user-friendly messages, detailed technical logs, and actionable steps for both users and developers. The response is cut off at error #5 (Segmentation fault), which slightly impacts completeness, but the four completed entries are exemplary in format and content." }, { "judge_key": "claude_opus", "judge_name": "Claude Opus 4.5", "respondent_key": "grok_4_1_fast", "respondent_name": "Grok 4.1 Fast", "weighted_score": 9.35, "brief_justification": "Excellent response that correctly interprets each error, provides appropriate user-friendly messages, detailed technical logs, and actionable debugging steps with specific commands. The distinction between user and developer contexts is well-handled throughout, with practical tools mentioned (gdb, valgrind, Postman, etc.)." }, { "judge_key": "claude_opus", "judge_name": "Claude Opus 4.5", "respondent_key": "deepseek_v3", "respondent_name": "DeepSeek V3.2", "weighted_score": 9.55, "brief_justification": "Excellent response that thoroughly addresses all five error messages with well-crafted user-friendly versions, detailed technical logs, actionable suggestions, and clear guidance on when to show each version. The added implementation guidelines section provides valuable best practices. Minor deduction for some technical details being slightly generic rather than precisely accurate to real-world scenarios." }, { "judge_key": "claude_opus", "judge_name": "Claude Opus 4.5", "respondent_key": "glm_4_7", "respondent_name": "GLM-4-7", "weighted_score": 8.6, "brief_justification": "The response provides accurate, well-structured rewrites for all five error messages with appropriate user-friendly versions, technical details, and actionable suggestions. The 'when to show' guidance is practical and context-aware. Minor deduction for the truncated final answer (segmentation fault suggested action is cut off) and could have included more specific examples of error boundaries or recovery mechanisms." }, { "judge_key": "claude_opus", "judge_name": "Claude Opus 4.5", "respondent_key": "claude_sonnet", "respondent_name": "Claude Sonnet 4.5", "weighted_score": 9.8, "brief_justification": "Exceptional response that thoroughly addresses all five error messages with well-crafted user-friendly versions, detailed technical logs, and actionable suggestions for both users and developers. The formatting is excellent, the technical details are accurate, and the best practices summary adds valuable guidance. Minor room for improvement in depth regarding edge cases or internationalization considerations." }, { "judge_key": "claude_opus", "judge_name": "Claude Opus 4.5", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 9.55, "brief_justification": "Exceptional response that thoroughly addresses all five error messages with accurate technical details, appropriate user-friendly rewrites, and practical debugging guidance. The structure is consistent and well-organized, with excellent differentiation between user and developer contexts. Minor deduction for some verbosity that could overwhelm in practice, but the comprehensive coverage and actionable suggestions make this highly valuable." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "gemini_2_5_flash_lite", "respondent_name": "Gemini 2.5 Flash Lite", "weighted_score": 10, "brief_justification": "The response demonstrates **exceptional** correctness, completeness, clarity, depth, and usefulness. Each error is meticulously rewritten with **user-friendly messages**, **detailed technical logs**, **actionable steps**, and **context-appropriate guidance** (user vs. developer). The explanations are **insightful**, covering root causes, debugging strategies, and defensive programming practices. The structure is **logical** and **well-organized**, making it highly practical for real-world implementation." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "seed_1_6_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 10, "brief_justification": "The response excels in all criteria: it provides **factually accurate**, **logically valid** rewrites of error messages with **user-friendly**, **technical**, and **actionable** components. Each error is **thoroughly covered** with clear distinctions between user and developer contexts, **insightful analysis** (e.g., root causes like null checks, permissions, or memory access), and **practical steps** for resolution. The structure is **well-organized**, and the guidance aligns perfectly with real-world debugging needs." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "gemini_2_5_flash", "respondent_name": "Gemini 2.5 Flash", "weighted_score": 9.8, "brief_justification": "The response excels in **correctness** (factually accurate, technically precise), **completeness** (covers all errors with structured breakdowns), and **clarity** (user-friendly + technical versions are well-differentiated). **Depth** is strong (e.g., stack traces, core dump analysis), though slightly less detailed for the `NullPointerException` (could mention common root causes like uninitialized objects). **Usefulness** is outstanding—actionable steps for both users and developers, with clear context for when to show each version. Minor improvement: Add a brief note on debugging tools (e.g., `gdb` for segfaults) in the technical details for #5." }, { "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": "The response provides **exceptionally well-structured**, **actionable**, and **context-aware** rewrites for each error, covering all requested sections (user-friendly message, technical details, suggested actions, and display guidance). The technical depth is strong (e.g., debugging steps for `ECONNREFUSED`, null checks for `NullPointerException`), though the **segmentation fault** entry could briefly note common causes (e.g., memory corruption, invalid pointer access) for slightly higher depth. The template is **ready-to-use** and balances **user empathy** with **developer precision** flawlessly." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "grok_4_1_fast", "respondent_name": "Grok 4.1 Fast", "weighted_score": 10, "brief_justification": "The response excels in all criteria: it provides **user-friendly messages** (clear, actionable for end-users), **technical details** (precise, log-ready), **suggested actions** (step-by-step, tool-specific), and **contextual guidance** (when to show each version). Each error is analyzed with **depth** (e.g., debugging tools, root causes) and **usefulness** (practical fixes for developers). No gaps or inaccuracies." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "deepseek_v3", "respondent_name": "DeepSeek V3.2", "weighted_score": 9.8, "brief_justification": "The response excels in all criteria: it provides **user-friendly** and **technical** versions of each error with **precise, actionable guidance**, **context-aware suggestions**, and **clear separation** for end-users vs. developers. The only minor gap is a lack of **prioritized troubleshooting steps** (e.g., 'try X first, then Y'), which could slightly enhance usefulness for complex issues." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "glm_4_7", "respondent_name": "GLM-4-7", "weighted_score": 9.8, "brief_justification": "The response excels in **correctness** (accurate technical details and user-friendly phrasing), **completeness** (covers all 5 errors with structured breakdowns), and **clarity** (well-organized, easy-to-follow format). **Depth** is strong (e.g., specific debugging steps for developers), though slightly less detailed for the segmentation fault (could mention common causes like memory corruption). **Usefulness** is outstanding—practical for both users and developers, with clear action items and context for when to show each version." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "claude_sonnet", "respondent_name": "Claude Sonnet 4.5", "weighted_score": 10, "brief_justification": "The response demonstrates **exceptional** correctness (accurate technical details, logical validity), completeness (covers all 5 errors with structured breakdowns), clarity (well-organized, user/developer distinctions), depth (insightful debugging steps, context-aware suggestions), and usefulness (actionable for both users and developers). Each error includes **user-friendly messages**, **technical logs**, **step-by-step actions**, and **contextual guidance** (e.g., when to show each version). The general best practices summary further elevates its practical value." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "claude_opus", "respondent_name": "Claude Opus 4.5", "weighted_score": 10, "brief_justification": "The response demonstrates **exceptional** rewrites for each error message, covering all requested aspects (user-friendly, technical details, actions, and context) with **precise, actionable, and well-structured** content. The table summary adds **consistency and clarity**, making it easy to compare and implement. The distinction between user and developer versions is **thoughtful and practical**, ensuring both groups receive relevant information without overwhelming them." }, { "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": "The response accurately rewrites each error with appropriate user-friendly and technical details, covering all required aspects and offering concrete actions, though a few minor inconsistencies prevent a perfect score." }, { "judge_key": "gemini_2_5_flash_lite", "judge_name": "Gemini 2.5 Flash Lite", "respondent_key": "seed_1_6_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 10, "brief_justification": "The response expertly rewrites each error message, providing clear user-friendly messages, detailed technical information, actionable steps, and guidance on audience-specific display. It demonstrates a deep understanding of error handling best practices." }, { "judge_key": "gemini_2_5_flash_lite", "judge_name": "Gemini 2.5 Flash Lite", "respondent_key": "gemini_2_5_flash", "respondent_name": "Gemini 2.5 Flash", "weighted_score": 10, "brief_justification": "The response expertly rewrites each error message, providing clear user-friendly versions, detailed technical logs, actionable suggestions for both users and developers, and appropriate contexts for displaying each version. It demonstrates a deep understanding of error handling best practices." }, { "judge_key": "gemini_2_5_flash_lite", "judge_name": "Gemini 2.5 Flash Lite", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.8, "brief_justification": "The response expertly rewrites each error message, providing clear user-friendly messages, detailed technical information, actionable steps for both users and developers, and guidance on when to display each version. The formatting is excellent and the explanations are insightful." }, { "judge_key": "gemini_2_5_flash_lite", "judge_name": "Gemini 2.5 Flash Lite", "respondent_key": "grok_4_1_fast", "respondent_name": "Grok 4.1 Fast", "weighted_score": 10, "brief_justification": "The response expertly rewrites each error message, providing clear user-friendly messages, detailed technical information, actionable steps, and appropriate contexts for display, covering all aspects of the prompt comprehensively." }, { "judge_key": "gemini_2_5_flash_lite", "judge_name": "Gemini 2.5 Flash Lite", "respondent_key": "deepseek_v3", "respondent_name": "DeepSeek V3.2", "weighted_score": 9.8, "brief_justification": "The response expertly rewrites each error message, providing clear user-friendly versions, detailed technical logs, actionable suggestions, and guidance on when to display each. The additional guidelines further enhance the response's value." }, { "judge_key": "gemini_2_5_flash_lite", "judge_name": "Gemini 2.5 Flash Lite", "respondent_key": "glm_4_7", "respondent_name": "GLM-4-7", "weighted_score": 9.8, "brief_justification": "The response successfully rewrites each error message into user-friendly, technical, and actionable versions, clearly distinguishing when to show each. The explanations are accurate and provide good context." }, { "judge_key": "gemini_2_5_flash_lite", "judge_name": "Gemini 2.5 Flash Lite", "respondent_key": "claude_sonnet", "respondent_name": "Claude Sonnet 4.5", "weighted_score": 10, "brief_justification": "The response expertly rewrites each error message, providing distinct user-friendly and technical versions with clear suggested actions and when to display each. It demonstrates a deep understanding of error handling best practices." } ], "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)" } }