# The Multivac — Evaluation Report

**Evaluation ID:** EVAL-20260207-151425
**Date:** Feb 20, 2026
**Category:** communication
**Question ID:** COMM-006

---

## Question

A junior developer submitted this pull request. Write code review comments that are:
- Technically accurate
- Educational (helps them learn, not just tells them what's wrong)
- Kind but honest
- Actionable

```python
# PR: Add user authentication

def login(user, pw):
    # get user from db
    u = db.query(f"SELECT * FROM users WHERE name='{user}'")
    if u == None:
        return False
    # check pw
    if u.password == pw:
        session['user'] = u.name
        session['admin'] = True  # give admin access
        return True
    return False

def is_admin(user):
    return session.get('admin', False)
```

---

## Winner

**GPT-OSS-120B** (OpenAI)
- Winner Score: 9.91
- Matrix Average: 9.71
- Total Judgments: 90

---

## Rankings

| Rank | Model | Provider | Avg Score | Judgments |
|------|-------|----------|-----------|----------|
| 1 | Mistral Small Creative | Mistral | 9.91 | 9 |
| 2 | GPT-OSS-120B | OpenAI | 9.91 | 9 |
| 3 | DeepSeek V3.2 | DeepSeek | 9.75 | 9 |
| 4 | Seed 1.6 Flash | ByteDance | 9.75 | 9 |
| 5 | Gemini 2.5 Flash | Google | 9.69 | 9 |
| 6 | Claude Sonnet 4.5 | Anthropic | 9.66 | 9 |
| 7 | Claude Opus 4.5 | Anthropic | 9.64 | 9 |
| 8 | Grok 4.1 Fast | xAI | 9.61 | 9 |
| 9 | GLM-4-7 | Zhipu | 9.57 | 9 |
| 10 | Gemini 2.5 Flash Lite | Google | 9.56 | 9 |

---

## 10×10 Judgment Matrix

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

| Judge ↓ / Resp → | 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 |
|---|---|---|---|---|---|---|---|---|---|---|
| Seed 1.6 Flash | — | 9.2 | 9.6 | 9.6 | 9.3 | 9.6 | 9.3 | 9.6 | 9.6 | 9.2 |
| Gemini 2.5 | 9.8 | — | 10.0 | 10.0 | 10.0 | 9.6 | 9.8 | 9.8 | 10.0 | 9.8 |
| GPT-OSS-120B | 8.6 | 8.6 | — | 8.6 | 8.8 | 8.4 | 8.6 | 8.8 | 9.6 | 8.6 |
| Grok 4.1 Fast | 10.0 | 10.0 | 10.0 | — | 10.0 | 9.8 | 10.0 | 10.0 | 10.0 | 10.0 |
| DeepSeek V3.2 | 9.8 | 10.0 | 10.0 | 9.8 | — | 9.6 | 9.6 | 9.6 | 10.0 | 9.8 |
| GLM-4-7 | 9.8 | 9.8 | 10.0 | 9.3 | 10.0 | — | 9.8 | 9.8 | 10.0 | 9.6 |
| Claude Sonnet | 10.0 | 9.8 | 9.8 | 9.8 | 9.8 | 9.8 | — | 9.8 | 10.0 | 9.8 |
| Claude Opus | 9.8 | 9.8 | 9.8 | 9.8 | 9.8 | 9.6 | 9.8 | — | 10.0 | 9.6 |
| Mistral Small | 10.0 | 10.0 | 10.0 | 9.6 | 10.0 | 9.8 | 10.0 | 9.6 | — | 9.6 |
| Gemini 2.5 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 9.8 | 10.0 | — |

---

## 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-006. 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-20260207-151425/results
Full dataset: https://app.themultivac.com/dashboard/export