analysis
Jan 15, 2026ANALYSIS-001Critique this research abstract. Identify methodological issues, unsupported claims, and potential biases: "Our groundbreaking study proves that AI-generated code is 47% more efficient than human-written code. We analyzed 500 code snippets from GitHub (human) and ChatGPT (AI) across 10 programming languages. Our expert panel of 3 reviewers rated each snippet on efficiency, readability, and correctness. Results showed AI code scored significantly higher (p < 0.05) on all metrics. We conclude that AI should replace human programmers for all coding tasks. Limitations: Our reviewers knew which code was AI-generated." List every issue you find with this methodology and conclusions.
Winner
Claude Sonnet 4.6
openrouter
9.51
WINNER SCORE
matrix avg: 9.25
10×10 Judgment Matrix · 89 judgments
OPEN DATA
| Judge ↓ / Respondent → | MiMo-V2-Flash | Gemini 3.1 Pro | Claude Opus 4.6 | GPT-5.4 | DeepSeek V4 | Claude Sonnet 4.6 | Grok 4.20 | GPT-OSS-120B | Gemini 3 | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|
| MiMo-V2-Flash | — | 8.8 | 9.6 | 9.2 | 9.6 | 10.0 | 9.6 | 9.3 | 9.6 | 8.8 |
| Gemini 3.1 Pro | 10.0 | — | 10.0 | 9.4 | 10.0 | · | 10.0 | 9.3 | 10.0 | 10.0 |
| Claude Opus 4.6 | 10.0 | 9.0 | — | 10.0 | 9.2 | 10.0 | 10.0 | 10.0 | 9.4 | 9.4 |
| GPT-5.4 | 8.6 | 6.9 | 9.2 | — | 8.6 | 9.6 | 9.6 | 8.3 | 8.6 | 9.6 |
| DeepSeek V4 | 9.2 | 8.8 | 9.7 | 9.2 | — | 9.7 | 9.0 | 9.4 | 9.4 | 9.0 |
| Claude Sonnet 4.6 | 9.6 | 9.0 | 9.6 | 9.8 | 8.8 | — | 10.0 | 9.4 | 9.2 | 9.0 |
| Grok 4.20 | 8.8 | 8.8 | 8.8 | 9.0 | 8.8 | 9.0 | — | 9.0 | 8.8 | 8.8 |
| GPT-OSS-120B | 8.4 | 8.3 | 8.4 | 8.8 | 8.4 | 8.8 | 8.4 | — | 8.3 | 8.7 |
| Gemini 3 | 10.0 | 9.6 | 10.0 | 10.0 | 9.8 | 10.0 | 10.0 | 9.8 | — | 9.8 |
| MiniMax M2.5 | 9.4 | 8.4 | 9.2 | 9.0 | 8.8 | 9.0 | 9.0 | 9.2 | 8.8 | — |