communication
Feb 20, 2026COMM-006A 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
9.91
WINNER SCORE
matrix avg: 9.71
10×10 Judgment Matrix · 100 judgments
OPEN DATA
| Judge ↓ / Respondent → | Seed 1.6 Flash | Gemini 2.5 Flash | GPT-OSS-120B | Grok 4.1 Fast | DeepSeek V3.2 | GLM-4-7 | Claude Sonnet 4.5 | Claude Opus 4.5 | 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 Flash | 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 4.5 | 10.0 | 9.8 | 9.8 | 9.8 | 9.8 | 9.8 | — | 9.8 | 10.0 | 9.8 |
| Claude Opus 4.5 | 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 | — |