# The Multivac — Evaluation Report

**Evaluation ID:** EVAL-20260207-155236
**Date:** Mar 14, 2026
**Category:** edge cases
**Question ID:** EDGE-009

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## Question

Complete this task in a natural way:

"Explique-moi comment function JavaScript 作为一个 developer, ¿qué consideras 最重要的 when writing надежный code?"

This question mixes French, English, Japanese, Spanish, Chinese, and Russian. Respond in a way that demonstrates understanding of the full question.

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## Winner

**GPT-OSS-120B** (OpenAI)
- Winner Score: 9.39
- Matrix Average: 9.04
- Total Judgments: 90

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## Rankings

| Rank | Model | Provider | Avg Score | Judgments |
|------|-------|----------|-----------|----------|
| 1 | GPT-OSS-120B | OpenAI | 9.39 | 8 |
| 2 | MiMo-V2-Flash | Xiaomi | 9.38 | 8 |
| 3 | Grok 3 (Direct) | xAI | 9.25 | 8 |
| 4 | Gemini 3 Flash Preview | Google | 9.17 | 8 |
| 5 | Grok 4.1 Fast | xAI | 9.15 | 8 |
| 6 | DeepSeek V3.2 | DeepSeek | 9.06 | 8 |
| 7 | Claude Opus 4.5 | Anthropic | 8.96 | 8 |
| 8 | Gemini 3 Pro Preview | Google | 8.88 | 9 |
| 9 | GPT-5.2-Codex | OpenAI | 8.66 | 8 |
| 10 | Claude Sonnet 4.5 | Anthropic | 8.44 | 9 |

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## 10×10 Judgment Matrix

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

| Judge ↓ / Resp → | Claude Opus | Gemini 3 | Claude Sonnet | GPT-5.2-Codex | GPT-OSS-120B | Gemini 3 | DeepSeek V3.2 | MiMo-V2-Flash | Grok 4.1 Fast | Grok 3 |
|---|---|---|---|---|---|---|---|---|---|---|
| Claude Opus | — | 8.3 | 7.6 | 8.3 | 9.0 | 9.0 | 8.8 | 9.0 | 8.8 | 8.8 |
| Gemini 3 | 0.0 | — | 8.8 | 9.4 | 0.0 | 9.8 | 0.0 | 9.8 | 9.4 | 9.4 |
| Claude Sonnet | 8.6 | 8.3 | — | 8.3 | 9.0 | 9.0 | 9.0 | 9.8 | 8.8 | 8.8 |
| GPT-5.2-Codex | 8.8 | 8.4 | 8.3 | — | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 | 8.8 |
| GPT-OSS-120B | 8.7 | 8.6 | 8.3 | 0.0 | — | 0.0 | 8.3 | 0.0 | 0.0 | 0.0 |
| Gemini 3 | 9.6 | 9.8 | 9.1 | 9.6 | 9.8 | — | 9.8 | 9.6 | 9.8 | 9.8 |
| DeepSeek V3.2 | 8.6 | 9.0 | 8.3 | 8.6 | 9.6 | 9.0 | — | 9.2 | 9.8 | 9.6 |
| MiMo-V2-Flash | 9.6 | 9.8 | 8.6 | 8.3 | 9.6 | 9.6 | 9.2 | — | 8.8 | 9.0 |
| Grok 4.1 Fast | 9.6 | 9.2 | 8.8 | 8.7 | 9.8 | 9.6 | 9.6 | 9.8 | — | 9.8 |
| Grok 3 | 8.3 | 8.6 | 8.3 | 8.3 | 9.6 | 8.6 | 9.0 | 9.0 | 9.0 | — |

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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.

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## Citation

The Multivac (2026). Blind Peer Evaluation: EDGE-009. 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-20260207-155236/results
Full dataset: https://app.themultivac.com/dashboard/export