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
9.64
WINNER SCORE
matrix avg: 9.03
10×10 Judgment Matrix · 84 judgments
OPEN DATA
| Judge ↓ / Respondent → | Claude Opus 4.6 | GPT-5.4 | Grok 4.20 | Claude Sonnet 4.6 | Gemini 3.1 Pro | DeepSeek V4 | GPT-OSS-120B | MiMo-V2-Flash | Mistral Small | Seed 1.6 Flash |
|---|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.6 | — | 9.8 | 9.3 | 9.6 | 9.6 | 9.2 | 10.0 | 9.3 | 9.6 | · |
| GPT-5.4 | 9.0 | — | 9.0 | 9.3 | 7.0 | 8.2 | 9.3 | 8.0 | 8.4 | · |
| Grok 4.20 | 9.0 | 8.8 | — | 9.3 | 8.6 | 8.8 | 9.2 | 8.8 | 9.2 | 8.4 |
| Claude Sonnet 4.6 | 9.6 | 9.8 | 9.3 | — | 9.2 | 8.8 | 9.8 | 9.0 | 9.6 | 8.4 |
| Gemini 3.1 Pro | 10.0 | · | 10.0 | 10.0 | — | 9.3 | 10.0 | 7.8 | 9.6 | · |
| DeepSeek V4 | 9.6 | 9.6 | 8.8 | 9.2 | 9.6 | — | 9.8 | 9.1 | 9.8 | 7.1 |
| GPT-OSS-120B | 8.6 | 8.6 | 8.6 | 9.3 | 8.3 | · | — | 8.4 | 9.0 | · |
| MiMo-V2-Flash | 9.2 | 9.2 | 9.3 | 9.3 | 8.9 | 9.0 | 9.8 | — | 9.6 | 4.5 |
| Mistral Small | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 9.6 | 10.0 | 9.6 | — | 8.6 |
| Seed 1.6 Flash | 8.8 | 8.8 | 9.1 | 8.8 | 8.4 | 8.8 | 8.8 | 8.6 | 9.6 | — |