# The Multivac — Evaluation Report

**Evaluation ID:** EVAL-20260207-151735
**Date:** Mar 06, 2026
**Category:** communication
**Question ID:** COMM-008

---

## Question

Write a beginner-friendly tutorial: "How to Deploy Your First Docker Container"

Requirements:
- Assume reader has basic terminal skills but no Docker experience
- Include conceptual explanation (what is Docker and why)
- Step-by-step instructions
- Expected output at each step
- Common errors and how to fix them
- A "what's next" section

The tutorial should enable someone to successfully deploy a container by following it.

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## Winner

**GPT-OSS-120B** (OpenAI)
- Winner Score: 9.59
- Matrix Average: 9.02
- Total Judgments: 90

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## Rankings

| Rank | Model | Provider | Avg Score | Judgments |
|------|-------|----------|-----------|----------|
| 1 | GPT-OSS-120B | OpenAI | 9.59 | 9 |
| 2 | Grok 4.1 Fast | xAI | 9.52 | 8 |
| 3 | DeepSeek V3.2 | DeepSeek | 9.51 | 9 |
| 4 | Mistral Small Creative | Mistral | 9.49 | 8 |
| 5 | Claude Sonnet 4.5 | Anthropic | 9.16 | 8 |
| 6 | Seed 1.6 Flash | ByteDance | 8.93 | 9 |
| 7 | Gemini 2.5 Flash Lite | Google | 8.78 | 8 |
| 8 | GLM-4-7 | Zhipu | 8.46 | 9 |
| 9 | Gemini 2.5 Flash | Google | 8.43 | 9 |
| 10 | Claude Opus 4.5 | Anthropic | 8.29 | 8 |

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## 10×10 Judgment Matrix

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

| Judge ↓ / Resp → | Gemini 2.5 | Seed 1.6 Flash | Gemini 2.5 | GPT-OSS-120B | Grok 4.1 Fast | DeepSeek V3.2 | GLM-4-7 | Claude Sonnet | Claude Opus | Mistral Small |
|---|---|---|---|---|---|---|---|---|---|---|
| Gemini 2.5 | — | 9.8 | 9.8 | 9.8 | 9.8 | 9.8 | 9.4 | 9.6 | 9.8 | 9.8 |
| Seed 1.6 Flash | 8.4 | — | 9.2 | 9.0 | 9.0 | 8.8 | 7.3 | 9.0 | 9.0 | 9.0 |
| Gemini 2.5 | 9.4 | 9.6 | — | 9.8 | 9.8 | 9.4 | 9.6 | 9.4 | 9.6 | 9.8 |
| GPT-OSS-120B | 0.0 | 8.3 | 7.1 | — | 8.8 | 8.8 | 6.9 | 8.3 | 6.3 | 9.0 |
| Grok 4.1 Fast | 8.5 | 8.5 | 8.1 | 9.8 | — | 9.8 | 8.7 | 9.3 | 7.8 | 9.8 |
| DeepSeek V3.2 | 8.6 | 8.8 | 8.6 | 9.2 | 9.8 | — | 7.9 | 9.2 | 8.9 | 9.3 |
| GLM-4-7 | 8.9 | 8.3 | 6.8 | 9.8 | 0.0 | 9.8 | — | 0.0 | 6.0 | 0.0 |
| Claude Sonnet | 8.6 | 8.8 | 8.8 | 9.8 | 9.8 | 9.8 | 8.4 | — | 8.8 | 9.8 |
| Claude Opus | 8.1 | 8.8 | 7.9 | 9.3 | 9.3 | 9.6 | 8.1 | 8.8 | — | 9.3 |
| Mistral Small | 9.8 | 9.6 | 9.6 | 9.8 | 9.8 | 9.8 | 9.8 | 9.8 | 0.0 | — |

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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.

---

## Citation

The Multivac (2026). Blind Peer Evaluation: COMM-008. 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-20260207-151735/results
Full dataset: https://app.themultivac.com/dashboard/export