← Evaluations/EVAL-20260402-222202
communication
Feb 20, 2026COMM-006

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
9.64
WINNER SCORE
matrix avg: 9.03
results.json report.mdFull dataset (CSV) →
10×10 Judgment Matrix · 84 judgments
OPEN DATA
Judge ↓ / Respondent →Claude Opus 4.6GPT-5.4Grok 4.20Claude Sonnet 4.6Gemini 3.1 ProDeepSeek V4GPT-OSS-120BMiMo-V2-FlashMistral SmallSeed 1.6 Flash
Claude Opus 4.69.89.39.69.69.210.09.39.6·
GPT-5.49.09.09.37.08.29.38.08.4·
Grok 4.209.08.89.38.68.89.28.89.28.4
Claude Sonnet 4.69.69.89.39.28.89.89.09.68.4
Gemini 3.1 Pro10.0·10.010.09.310.07.89.6·
DeepSeek V49.69.68.89.29.69.89.19.87.1
GPT-OSS-120B8.68.68.69.38.3·8.49.0·
MiMo-V2-Flash9.29.29.39.38.99.09.89.64.5
Mistral Small10.010.010.010.010.09.610.09.68.6
Seed 1.6 Flash8.88.89.18.88.48.88.88.69.6