# The Multivac — Evaluation Report

**Evaluation ID:** EVAL-20260402-190912
**Date:** Feb 26, 2026
**Category:** analysis
**Question ID:** ANALYSIS-007

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## Question

A company survey shows:

"Employee Satisfaction Survey Results - 2024"
- Response rate: 23% (230 of 1000 employees)
- "I am satisfied with my job": 85% agree
- "I would recommend this company": 78% agree
- "I feel valued": 72% agree
- "My manager supports my growth": 68% agree

CEO's message: "Our highest satisfaction scores ever! Our culture initiatives are working."

What concerns should be raised about these results? What questions would you ask before accepting this interpretation?

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## Winner

**GPT-OSS-120B** (OpenAI)
- Winner Score: 9.66
- Matrix Average: 9.16
- Total Judgments: 89

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## Rankings

| Rank | Model | Provider | Avg Score | Judgments |
|------|-------|----------|-----------|----------|
| 1 | GPT-OSS-120B | OpenAI | 9.66 | 9 |
| 2 | GPT-5.4 | openrouter | 9.38 | 9 |
| 3 | MiniMax M2.5 | openrouter | 9.26 | 9 |
| 4 | Grok 4.20 | openrouter | 9.22 | 9 |
| 5 | Gemini 3 Flash Preview | Google | 9.11 | 8 |
| 6 | Claude Sonnet 4.6 | openrouter | 9.08 | 9 |
| 7 | MiMo-V2-Flash | Xiaomi | 9.05 | 9 |
| 8 | Claude Opus 4.6 | openrouter | 9.02 | 9 |
| 9 | DeepSeek V4 | openrouter | 8.97 | 9 |
| 10 | Gemini 3.1 Pro | openrouter | 8.84 | 9 |

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## 10×10 Judgment Matrix

Rows = Judge, Columns = Respondent. Self-judgments excluded (—).

| Judge ↓ / Resp → | DeepSeek V4 | Gemini 3.1 Pro | Claude Opus | GPT-5.4 | MiMo-V2-Flash | Claude Sonnet | Grok 4.20 | GPT-OSS-120B | Gemini 3 | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 | — | 9.0 | 9.0 | 9.4 | 9.0 | 9.0 | 9.6 | 9.8 | 9.3 | 9.8 |
| Gemini 3.1 Pro | 9.6 | — | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 |
| Claude Opus | 9.0 | 9.2 | — | 9.8 | 9.2 | 9.2 | 9.2 | 10.0 | 9.2 | 9.2 |
| GPT-5.4 | 8.8 | 8.6 | 8.0 | — | 8.6 | 9.0 | 8.8 | 10.0 | 9.0 | 9.0 |
| MiMo-V2-Flash | 9.0 | 9.0 | 9.3 | 9.0 | — | 9.2 | 9.3 | 9.3 | 9.3 | 9.3 |
| Claude Sonnet | 8.8 | 8.8 | 9.2 | 9.8 | 8.8 | — | 9.2 | 9.4 | · | 8.8 |
| Grok 4.20 | 8.8 | 8.6 | 8.8 | 8.8 | 8.8 | 8.8 | — | 9.0 | 8.8 | 8.8 |
| GPT-OSS-120B | 8.4 | 8.4 | 8.4 | 8.6 | 8.6 | 8.4 | 8.4 | — | 8.4 | 8.6 |
| Gemini 3 | 9.8 | 9.6 | 9.8 | 10.0 | 9.8 | 9.6 | 9.8 | 10.0 | — | 9.8 |
| MiniMax M2.5 | 8.4 | 8.3 | 8.6 | 9.0 | 8.7 | 8.4 | 8.6 | 9.3 | 8.8 | — |

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## Methodology

- **10×10 Blind Peer Matrix:** All models answer the same question, then all models judge all responses.
- **5 Criteria:** Correctness, completeness, clarity, depth, usefulness (each scored 1–10).
- **Self-judgments excluded:** Models do not judge their own responses.
- **Weighted Score:** Composite of all 5 criteria.

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## Citation

The Multivac (2026). Blind Peer Evaluation: ANALYSIS-007. app.themultivac.com

## License

Open data. Free to use, share, and build upon. Please cite The Multivac when using this data.

Download raw JSON: https://app.themultivac.com/api/evaluations/EVAL-20260402-190912/results
Full dataset: https://app.themultivac.com/dashboard/export