← Evaluations/EVAL-20260403-110530
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
9.58
WINNER SCORE
matrix avg: 9.31
results.json report.mdFull dataset (CSV) →
10×10 Judgment Matrix · 89 judgments
OPEN DATA
Judge ↓ / Respondent →Claude Opus 4.6Grok 4.20GPT-5.4Claude Sonnet 4.6Gemini 3.1 ProDeepSeek V4GPT-OSS-120BMiMo-V2-FlashMistral SmallSeed 1.6 Flash
Claude Opus 4.69.39.89.89.69.09.89.39.69.6
Grok 4.209.08.89.29.08.89.39.09.09.2
GPT-5.49.69.69.68.48.69.38.39.28.6
Claude Sonnet 4.69.89.39.89.28.89.88.69.69.3
Gemini 3.1 Pro10.010.010.010.09.410.07.710.09.8
DeepSeek V49.69.69.69.89.69.69.49.89.8
GPT-OSS-120B8.68.48.68.68.68.18.68.88.6
MiMo-V2-Flash10.09.3·10.09.38.69.610.010.0
Mistral Small10.010.010.010.09.89.810.09.810.0
Seed 1.6 Flash8.88.88.88.88.88.68.88.68.8