{ "evaluation_id": "EVAL-20260402-234000", "question_id": "COMM-022", "question_text": "Rewrite these release notes to be actually useful to users:\n\nOriginal: 'v2.4.1 - Bug fixes and performance improvements. Updated dependencies. Refactored authentication module. Fixed issue #4521.'\n\nWrite three versions: (1) For end users who don't code, (2) For developers integrating your API, (3) For your internal team. Each should answer: what changed, why it matters, and what (if anything) they need to do.", "category": "communication", "timestamp": "2026-04-02T23:40:00.229Z", "display_date": "Apr 02, 2026", "winner": { "name": "GPT-5.4", "provider": "openrouter", "score": 9.34 }, "avg_score": 8.961, "matrix_size": 89, "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": { "gpt_5_4": { "display_name": "GPT-5.4", "provider": "openrouter", "average_score": 9.34, "score_count": 9, "min_score": 8.8, "max_score": 10, "rank": 1 }, "claude_opus_46": { "display_name": "Claude Opus 4.6", "provider": "openrouter", "average_score": 9.21, "score_count": 9, "min_score": 7.4, "max_score": 10, "rank": 2 }, "gpt_oss_120b": { "display_name": "GPT-OSS-120B", "provider": "OpenAI", "average_score": 9.13, "score_count": 8, "min_score": 6.85, "max_score": 10, "rank": 3 }, "grok_420": { "display_name": "Grok 4.20", "provider": "openrouter", "average_score": 9.1, "score_count": 9, "min_score": 8.45, "max_score": 9.8, "rank": 4 }, "claude_sonnet_46": { "display_name": "Claude Sonnet 4.6", "provider": "openrouter", "average_score": 9.07, "score_count": 9, "min_score": 7.65, "max_score": 10, "rank": 5 }, "mimo_v2_flash": { "display_name": "MiMo-V2-Flash", "provider": "Xiaomi", "average_score": 8.96, "score_count": 9, "min_score": 6.85, "max_score": 10, "rank": 6 }, "mistral_small_creative": { "display_name": "Mistral Small Creative", "provider": "Mistral", "average_score": 8.94, "score_count": 9, "min_score": 7.5, "max_score": 10, "rank": 7 }, "deepseek_v4": { "display_name": "DeepSeek V4", "provider": "openrouter", "average_score": 8.73, "score_count": 9, "min_score": 6.3, "max_score": 10, "rank": 8 }, "seed_16_flash": { "display_name": "Seed 1.6 Flash", "provider": "openrouter", "average_score": 8.58, "score_count": 9, "min_score": 6.85, "max_score": 10, "rank": 9 }, "gemini_31_pro": { "display_name": "Gemini 3.1 Pro", "provider": "openrouter", "average_score": 8.55, "score_count": 9, "min_score": 5.7, "max_score": 9.8, "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": 9.55, "brief_justification": "Excellent response that fully addresses all three audiences with appropriate tone, detail level, and actionable guidance. Each version clearly answers what changed, why it matters, and what to do. The internal version is particularly strong with role-specific action items. The developer version correctly flags the undocumented behavior risk from the refactor. Minor deduction on correctness only because the response necessarily speculates about the nature of issue #4521, but it does so reasonably" }, { "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": "Exceptional response that fully addresses the prompt with three well-differentiated versions. Each version perfectly calibrates tone, technical detail, and actionability for its audience. The end-user version is jargon-free and reassuring; the developer version provides specific technical details with clear upgrade guidance; the internal version includes realistic operational details like Jira tickets, CVEs, support ticket percentages, and rollback plans. The response demonstrates deep understan" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 9.35, "brief_justification": "Excellent response that demonstrates deep understanding of audience-tailored communication. The decision to invent plausible context for the generic terms was smart and well-explained. All three versions clearly answer what changed, why it matters, and what to do. The end-user version uses perfect plain language, the developer version includes appropriate technical detail with reassurance about breaking changes, and the internal version brilliantly segments action items by role. The QA section a" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9.35, "brief_justification": "Excellent response that clearly addresses all three audiences with appropriate tone, detail level, and terminology. Each version answers the three required questions (what changed, why it matters, what to do). The end-user version is appropriately simple, the developer version includes actionable integration guidance (especially the note about custom token caching), and the internal version includes smart operational recommendations like monitoring error rates for 48 hours. Minor deduction on co" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9.55, "brief_justification": "Excellent response that perfectly addresses all three audiences with appropriate tone, detail level, and technical depth. Each version clearly answers what changed, why it matters, and what action is needed. The invented specifics (JWT-OTP, race condition, 22% latency reduction) are reasonable illustrative examples that demonstrate the principle effectively. The formatting is clean and scannable. Minor deduction on correctness only because the specifics are fabricated from a vague original, but " }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.55, "brief_justification": "Excellent response that thoroughly addresses all three audiences with appropriate tone, detail level, and actionable guidance. The end-user version is accessible and reassuring, the developer version includes specific technical details and concrete action items, and the internal version covers CI/CD, monitoring, and cross-team coordination. Some specific details (like lodash versions, latency percentages) are fabricated since they weren't in the original notes, but this is clearly illustrative a" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9.3, "brief_justification": "Excellent response that thoroughly addresses all three audiences with appropriate tone, detail level, and actionability. Each version clearly answers what changed, why it matters, and what to do. The specifics (e.g., endpoint names, file names, library names) are necessarily fabricated since the original notes were vague, but this is acknowledged implicitly and serves as a strong illustrative template. Minor correctness ding for inventing specific details (CVE, race condition, specific libraries" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 9.6, "brief_justification": "Exceptional response that thoroughly addresses all three audiences with appropriate tone, detail level, and actionability. Each version clearly answers what changed, why it matters, and what to do. The use of placeholder brackets (e.g., [specific issue]) is both a strength (showing the template nature) and a minor weakness (not fully concrete), but this is appropriate given the vague original notes. The internal version is particularly impressive with its table format, action items, metrics, and" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 8.7, "brief_justification": "Excellent structure and clarity across all three versions, with well-differentiated audiences and clear what/why/do sections. The response demonstrates strong understanding of audience-appropriate communication. Minor deduction on correctness because the response fabricates specific technical details (CVE-2023-1234, race condition, OAuth 2.1, token refresh flow changes) that aren't in the original notes—while this is arguably necessary to demonstrate the concept, it could mislead if taken litera" }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 7.4, "brief_justification": "Well-structured and audience-specific, clearly answering what changed, why it matters, and required actions. However, it invents many concrete details not supported by the original notes, reducing factual correctness despite strong completeness and usefulness." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 7.65, "brief_justification": "Well-structured and audience-specific, covering what changed, why it matters, and next steps for all three groups. However, it invents many specifics not supported by the original notes (e.g., random logouts, race condition, 18% improvement, CVEs, Jira IDs), which hurts factual correctness despite being highly useful as an illustrative rewrite." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 5.7, "brief_justification": "Well-structured and audience-specific, but it invents unsupported details and leaves the internal-team version incomplete at the end, reducing accuracy and completeness." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.55, "brief_justification": "Well-structured and audience-specific, clearly covering what changed, why it matters, and required actions. It adds helpful context and practical guidance, though some details are inferred from vague original notes rather than strictly supported by them." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 6.3, "brief_justification": "Well-structured and audience-tailored, but it invents many specific details not supported by the original notes (security vulnerabilities, race condition, Node 14+, JWT-OTP, latency stats, Helm changes), which hurts factual accuracy. It does address what changed, why it matters, and required actions for each audience." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 6.85, "brief_justification": "Well-structured and audience-specific, covering what changed, why it matters, and actions. However, it invents many unsupported specifics from the sparse original notes (package versions, latency gains, endpoint behavior, Jira tickets, CVEs, coverage numbers, action items), which hurts factual correctness despite strong clarity and practical framing." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 6.85, "brief_justification": "Well-structured and audience-tailored, and it does answer what changed, why it matters, and required actions. However, it invents many specifics not present in the original notes, such as token refresh behavior, `/users/profile` 500s, CVEs, exact libraries, SSO regression scope, and issue #4521 details, which hurts factual accuracy." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 7.5, "brief_justification": "Well-structured and tailored to each audience, covering what changed, why it matters, and actions. However, it invents many specifics not present in the original notes, which hurts factual accuracy and makes some guidance speculative." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 6.85, "brief_justification": "Well-structured and audience-tailored, covering change, impact, and actions for all three groups. However, it invents many specifics not supported by the original notes (login issue details, token refresh flow, OAuth 2.1, CVE, race condition), which significantly hurts factual accuracy." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9.55, "brief_justification": "Exceptional response that transforms vague release notes into genuinely useful documentation for all three audiences. Each version correctly addresses what changed, why it matters, and required actions. The developer version appropriately invents plausible technical specifics (token rotation, DST bug, CVE numbers) that demonstrate the format well. The internal version adds organizational context like ticket counts, team ownership, and downstream implications. Minor deduction for correctness sinc" }, { "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 that fully addresses all three audiences with clear structure. Each version answers what changed, why it matters, and what action is needed. The developer version appropriately flags the refactoring risk for undocumented behavior. The internal team version breaks down responsibilities by role (Support, QA, Engineering, Docs/PM), which is highly actionable. Minor deduction on correctness since some specifics (like latency improvements) are inferred rather than stated in the ori" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.35, "brief_justification": "Excellent rewrite that correctly identifies the core challenge (generic notes need assumed context) and delivers three well-differentiated versions. Each version answers all three required questions (what, why, what to do) in audience-appropriate language. The developer version correctly notes non-breaking change and suggests testing edge cases. The internal version smartly segments by role (Engineering, Support, QA). Minor issues: the response appears cut off mid-sentence in the QA bullet point" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.55, "brief_justification": "Excellent transformation of vague release notes into three well-differentiated, audience-appropriate versions. Each clearly answers what changed, why it matters, and required actions. The developer version appropriately flags potential impact on custom auth handling. Minor weakness: the internal version could include more specific technical details about the refactor and which dependencies were updated, but overall this is highly practical and well-executed." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.3, "brief_justification": "Well-structured and audience-appropriate rewrites that clearly address what changed, why it matters, and required actions. The developer and internal versions add plausible specifics (race condition, JWT-OTP, 22% latency reduction) that weren't in the original, which is a reasonable creative choice but slightly risks fabrication. The end-user version is appropriately simple. Overall highly practical and actionable." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.3, "brief_justification": "Excellent response that thoroughly addresses all three audiences with appropriate framing. Each version clearly answers what changed, why it matters, and what action is needed. The developer and internal versions add plausible specifics (version numbers, metrics, JIRA tickets) that enhance usefulness, though these are fabricated details not present in the original—a minor correctness concern since the model invented specifics. The end-user version is appropriately non-technical. Structure, clari" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.9, "brief_justification": "Excellent response that clearly addresses all three audiences with appropriate tone and technical depth for each. Each version answers what changed, why it matters, and what action is needed. The developer version smartly invents plausible specifics (endpoint names, CVE mention) to demonstrate what good release notes look like, though this fabrication is a minor concern since the original notes provided no real details to work with. The internal version is particularly strong with actionable ite" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 9.1, "brief_justification": "Exceptional response that transforms vague release notes into three genuinely useful, audience-specific documents. Each version correctly addresses what changed, why it matters, and required actions. The developer version includes realistic technical specifics (breaking changes, endpoint deprecations, JWT claims), the internal version has actionable tables, metrics, and post-mortem structure, and the end-user version is appropriately non-technical. Minor deduction for correctness since the respo" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 8.55, "brief_justification": "Excellent transformation of vague release notes into audience-specific, actionable content. Each version clearly addresses what changed, why it matters, and what to do. The developer version adds plausible technical specifics (CVE number, OAuth 2.1) that weren't in the original—this is a reasonable creative choice but slightly speculative. The end-user version is appropriately non-technical and empathetic. The internal version covers operational concerns well. Minor deduction for inventing speci" }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 10, "brief_justification": "The response perfectly executes the prompt, providing three distinct, highly realistic, and well-tailored release notes. It invents plausible details to make the generic notes useful and strictly follows all constraints." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 10, "brief_justification": "The response perfectly executes the prompt, providing highly tailored, insightful, and actionable release notes for all three audiences while strictly following the requested structure." }, { "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 fulfills the prompt's requirements, providing three distinct, highly tailored versions of the release notes. It invents plausible and consistent technical details to bridge the gap between the vague original notes and the specific needs of each audience, demonstrating excellent depth and usefulness." }, { "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 follows all instructions, providing tailored, realistic, and highly practical release notes for each audience while explicitly addressing the required questions." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 10, "brief_justification": "The response perfectly fulfills the prompt's requirements, creatively adding plausible technical details to demonstrate how vague release notes can be transformed into highly targeted, useful communications for different audiences." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 10, "brief_justification": "The response perfectly follows all instructions, providing highly realistic, tailored, and actionable release notes for each target audience with excellent formatting and creative depth." }, { "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 follows all instructions, providing three distinct, highly tailored versions of the release notes. It invents plausible context to add depth and explicitly answers the three required questions for each audience." }, { "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 executes the prompt, providing three highly tailored, well-structured versions of the release notes. It effectively uses placeholders with realistic examples to demonstrate how to communicate changes, impacts, and action items to each specific audience, showing exceptional depth and practical value." }, { "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 follows all instructions, tailoring the tone and content expertly for each audience. It creatively invents plausible details to transform the vague original notes into highly effective, actionable updates." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9.35, "brief_justification": "The response perfectly fulfills the request by providing three tailored versions that each clearly address what changed, why it matters, and required actions for their specific audience. Content is logically structured, highly actionable, and demonstrates deep understanding of different user needs." }, { "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 accurately addresses the query by providing three tailored versions that each cover what changed, why it matters, and required actions. It expands the vague original notes into concrete, audience-appropriate details while maintaining fidelity to the source information. Structure is clear and professional." }, { "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 accurately fulfills the request by providing three tailored versions that each clearly address what changed, why it matters, and required actions. It adds appropriate, plausible details without contradicting the original notes, resulting in highly useful, well-structured, and insightful content." }, { "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 accurately fulfills the request by creating three tailored versions that each address what changed, why it matters, and required actions. It adds necessary context to make generic notes useful while maintaining clear structure and practical value for each audience." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9, "brief_justification": "The response accurately rewrites the vague notes into three well-structured, audience-specific versions that clearly address what changed, why it matters, and required actions. It adds appropriate details without fabricating facts and maintains excellent clarity and usefulness." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9, "brief_justification": "The response accurately rewrites the notes into three tailored versions, each clearly addressing what changed, why it matters, and required actions. It adds appropriate details for each audience while staying faithful to the original content, resulting in highly useful and well-structured output." }, { "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 accurately rewrites the notes into three tailored versions, each clearly addressing what changed, why it matters, and required actions. It adds appropriate relevant details without contradicting the original while maintaining excellent structure and audience focus." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 7.8, "brief_justification": "The response provides well-structured, audience-specific versions that address what changed, why it matters, and required actions. However, it introduces many placeholders and assumptions (e.g., specific bugs, metrics, CVEs) not present in the original notes, reducing factual accuracy to the source material while enhancing usefulness through good examples." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 7.2, "brief_justification": "The response is well-structured and clear but adds many unsubstantiated details (new token flows, specific CVE, race conditions, OAuth 2.1) not present in the original notes, reducing factual accuracy. It covers the required structure thoroughly for each audience." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9.15, "brief_justification": "Highly useful and tailored to each audience with clear action items." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.25, "brief_justification": "Accurate, thorough, and tailored to each audience with clear action items." }, { "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": "Detailed, tailored responses for each audience with clear action items." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.8, "brief_justification": "Accurate, thorough, and well-structured with practical value for each audience." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9.8, "brief_justification": "Highly accurate, thorough, clear, and actionable for all audiences." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8.8, "brief_justification": "Detailed, audience-specific responses with clear action items and rationale." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.8, "brief_justification": "Clear, tailored responses for each audience with actionable insights." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 9.15, "brief_justification": "Highly detailed and tailored to each audience, with clear action items and thorough explanations." }, { "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": "Highly accurate, thorough, clear, and actionable for all audiences." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 8.65, "brief_justification": "Accurately rewrites notes for three audiences, covering changes, impact, and actions with clear structure and sufficient technical depth." }, { "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": "Accurate rewrite covering all three audiences with clear sections, useful actions, and appropriate detail." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 8.3, "brief_justification": "The response covers all three audiences with clear sections and actionable guidance, though it adds specific details not present in the original notes, slightly reducing factual correctness." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.8, "brief_justification": "The answer accurately rewrites the notes for three audiences, covers all required sections, is clearly formatted, adds useful context, and offers actionable guidance." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.45, "brief_justification": "Accurately captures all changes, clearly organized for each audience, adds useful context and actionable steps, with solid depth for technical readers." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 7.45, "brief_justification": "The answer covers all required sections and is clearly organized, but it adds details not present in the original notes, reducing factual accuracy." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.6, "brief_justification": "Accurate rewrite covering all required points, well-structured for each audience, provides useful insights and actionable items." }, { "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": "Accurately expands original notes for each audience, covers all required points, well-structured and detailed, offering clear actions and deeper context." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 7, "brief_justification": "The answer covers all three audiences with clear sections and actionable items, but adds specific technical details not present in the original notes, reducing factual accuracy." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9.55, "brief_justification": "Accurate, thorough, and exceptionally clear with deep audience-specific insights and high practical value." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.35, "brief_justification": "Excellent audience segmentation with clear, actionable, and contextually appropriate information for each group." }, { "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": "All versions are accurate, thoroughly cover the required elements, are exceptionally clear, provide insightful context, and offer high practical value with specific actions." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 9, "brief_justification": "Accurate, thorough, and well-structured with clear audience-specific depth and actionable advice." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.8, "brief_justification": "Excellent tailoring to three distinct audiences with clear answers to all required questions. The content is accurate, actionable, and well-structured. Minor deduction in depth as the internal version could have slightly more technical specificity on the auth changes." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9.55, "brief_justification": "Excellent execution across all criteria. The response correctly interprets the vague original notes and invents plausible, specific details for each audience. It thoroughly covers the requested structure (what, why, action) for all three versions, achieving high completeness. The structure is exceptionally clear and easy to read. Depth is strong, showing insight into what each audience truly needs (e.g., security reassurance for users, dependency warnings for devs, and specific monitoring for in" }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.55, "brief_justification": "Accurate, thorough, and exceptionally well-structured for each audience with actionable details." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "mistral_small_creative", "respondent_name": "Mistral Small Creative", "weighted_score": 9.35, "brief_justification": "Exceptional response. Perfectly tailored three distinct versions for each audience, addressing what changed, why it matters, and required actions with high clarity and depth. The use of placeholders is appropriate for a template." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "seed_16_flash", "respondent_name": "Seed 1.6 Flash", "weighted_score": 9.35, "brief_justification": "Excellent tailoring to three distinct audiences. Each version clearly defines what changed, why it matters, and specific actionable steps. The content logically extrapolates from the sparse original notes to create meaningful value." }, { "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": "Exceptional adaptation of technical release notes for three distinct audiences. Each version is tailored to address specific needs (end-user pain points, developer integration concerns, and internal team coordination), with clear explanations of *what changed*, *why it matters*, and *actionable steps*. The internal version adds strategic context (e.g., SSO unblocking, compliance deadlines) and cross-team coordination cues, while the developer version explicitly flags breaking changes and provide" }, { "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": "Perfectly tailored versions for each audience—end users, developers, and internal teams—with clear, actionable language. Each version addresses *what changed*, *why it matters*, and *what to do* without jargon or ambiguity. The developer version is especially strong in technical precision, while the end-user version is concise and reassuring. The internal team version adds operational context (e.g., QA priorities, monitoring) without overloading. Minor depth loss only in the end-user version (e." }, { "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": "All three versions are highly tailored to their audiences, with precise language, actionable insights, and no unnecessary technical jargon for end users. The developer version includes critical dependency and testing guidance, while the internal version provides granular context (e.g., Jira tickets, CVEs, rollback plans). The 'why it matters' sections are particularly strong, linking changes to real-world impact. Minor depth loss in internal version (e.g., no explicit mention of SSO implementati" }, { "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": "The response excels in all criteria by tailoring each version to its audience with precision. It invents a plausible context (e.g., 'Issue #4521' as random logouts) to make the generic changelog actionable. Each version answers 'what changed,' 'why it matters,' and 'what to do' clearly, with technical depth for developers, operational clarity for internal teams, and user-friendly language for end users. The only minor deduction in depth is due to the hypothetical context (not a flaw, but a const" }, { "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": "Perfectly tailored to each audience with precise, actionable language. Correctness is flawless, completeness covers all key aspects, clarity is excellent, depth is strong (especially for devs/internal), and usefulness is maximized with clear next steps for each group." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9.6, "brief_justification": "Perfectly tailored to each audience with precise, actionable language. Correctness is flawless, completeness is thorough, and clarity is exemplary. Depth is strong, especially for internal teams, and usefulness is maximized with clear next steps for all groups." }, { "judge_key": "mistral_small_creative", "judge_name": "Mistral Small Creative", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 10, "brief_justification": "All three versions are meticulously tailored to their audiences with perfect correctness, completeness, and clarity. The depth is exceptional, offering technical precision for developers and internal teams while remaining accessible and actionable for end users. The usefulness is maximized by addressing specific needs (e.g., no action for end users, dependency checks for developers, CI/CD tasks for internal teams)." }, { "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 tailored to each audience with precise, actionable language. End-user version is jargon-free and benefit-focused; developer version includes technical specifics and migration guidance; internal version provides code context and actionable tasks. Only minor improvement could be adding a brief note on backward compatibility for developers (e.g., 'No API versioning changes required')." }, { "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": "Flawlessly tailored to each audience with precise, actionable details. Correctness is perfect, completeness is thorough, and clarity is exceptional. Depth is strong, especially for technical audiences, and usefulness is maximized with clear action items for all groups." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9.2, "brief_justification": "Accurately addresses all user needs with tailored, actionable content for each audience, providing clear structure and insightful context." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 8.8, "brief_justification": "Accurately maps original changes to each audience, covers all required sections, is clear, provides actionable insights, and adds practical value." }, { "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": "Accurately addresses all aspects, covers all three user groups comprehensively, is clear and structured, provides meaningful depth, and offers practical actionable steps." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.55, "brief_justification": "Each version clearly addresses what changed, why it matters, and actionable steps, with audience-appropriate language and practical value." }, { "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": "Accurately reflects changes, covers all required sections, clear and tailored language, insightful implications, and actionable steps for each audience." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.8, "brief_justification": "All three versions are tailored, cover what changed/why it matters/action needed, and are clear with practical value." }, { "judge_key": "seed_16_flash", "judge_name": "Seed 1.6 Flash", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9.35, "brief_justification": "Covers all required elements with clear, accurate, and actionable content tailored to each audience." }, { "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": "Tailored to each audience, covering what changed, why it matters, and action items with clear structure and practical value." } ], "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)" } }