Model Comparison
Doubao Seed Code vs Gemma 4 31b
Doubao Seed Code ranks #119 on the AI IQ leaderboard with an estimated IQ of 101, while Gemma 4 31b ranks #120 on the AI IQ leaderboard with an estimated IQ of 101. The table below puts the two models side by side across the seven capability dimensions, emotional reasoning, cost, speed, and context window.
Where They Sit on the IQ Bell Curve
Both models highlighted on the standard normal IQ distribution of every tracked model
| Doubao Seed CodeChina (Other) | Gemma 4 31bGoogle | |
|---|---|---|
| Rank | #119 | #120 |
| IQ | 101 | 101 |
| Abstract Reasoning | 77 | 86 |
| Mathematical Reasoning | 106 | 94 |
| Academic Reasoning | 110 | 117 |
| Programmatic Reasoning | 113 | 97 |
| Computer Use | 101 | 101 |
| Reliability | 106 | 108 |
| Knowledge Work | 95 | 103 |
| Emotional Reasoning | — | 105 |
| Effective Cost / 1M Tokens | — | $0.14 |
| Sticker Price / 1M I/O Tokens | $0.00 | $0.47 |
| Speed | — | 35 tok/s |
| Context Window | 256K | 256K |
| Released | — | 2026-04-02 |
| Open Weights | No | Yes |
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