← Evaluations/EVAL-20260207-151425
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
9.91
WINNER SCORE
matrix avg: 9.71
↓ results.json↓ report.mdFull dataset (CSV) →
10×10 Judgment Matrix · 100 judgments
OPEN DATA
Judge ↓ / Respondent →Seed 1.6 FlashGemini 2.5 FlashGPT-OSS-120BGrok 4.1 FastDeepSeek V3.2GLM-4-7Claude Sonnet 4.5Claude Opus 4.5Mistral SmallGemini 2.5
Seed 1.6 Flash—9.29.69.69.39.69.39.69.69.2
Gemini 2.5 Flash9.8—10.010.010.09.69.89.810.09.8
GPT-OSS-120B8.68.6—8.68.88.48.68.89.68.6
Grok 4.1 Fast10.010.010.0—10.09.810.010.010.010.0
DeepSeek V3.29.810.010.09.8—9.69.69.610.09.8
GLM-4-79.89.810.09.310.0—9.89.810.09.6
Claude Sonnet 4.510.09.89.89.89.89.8—9.810.09.8
Claude Opus 4.59.89.89.89.89.89.69.8—10.09.6
Mistral Small10.010.010.09.610.09.810.09.6—9.6
Gemini 2.510.010.010.010.010.010.010.09.810.0—