AI BENCHY Compare
ByteDance Seed: Seed-2.0-Mini vs Google: Gemini 3.1 Flash Lite Preview
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Last updated at: 2026-03-03
| Metric | ByteDance Seed: Seed-2.0-Mini medium Release: 2026-02-14 | Google: Gemini 3.1 Flash Lite Preview none Release: 2026-03-03 |
|---|---|---|
| Rank | #26 | #10 |
| Avg Score | 6.13 | 7.70 |
| Consistency | 8.91 | 9.54 |
| Cost per result | 0.177 | 0.116 |
| Total Cost | $0.013 | $0.011 |
| Tests Correct | ||
| Attempt pass rate | 59.5% | 69.1% |
| Flaky tests | 2 | 1 |
| Output Tokens | 1,353 | 4,307 |
| Reasoning Tokens | 24,362 | 0 |
Score vs Total Cost
Category Breakdown
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 7.00 | 9.99 | 66.7% | 0 | 354 | 9,352 | |
| Google: Gemini 3.1 Flash Lite Preview | 6.00 | 7.85 | 55.6% | 1 | 1,086 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 9.88 | 10.00 | 100.0% | 0 | 246 | 2,743 | |
| Google: Gemini 3.1 Flash Lite Preview | 9.88 | 10.00 | 100.0% | 0 | 399 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 1.00 | 10.00 | 0.0% | 0 | 0 | 0 | |
| Google: Gemini 3.1 Flash Lite Preview | 4.00 | 10.00 | 33.3% | 0 | 568 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 8.00 | 9.99 | 50.0% | 0 | 69 | 2,050 | |
| Google: Gemini 3.1 Flash Lite Preview | 9.00 | 10.00 | 50.0% | 0 | 574 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 5.33 | 4.91 | 77.8% | 2 | 462 | 4,982 | |
| Google: Gemini 3.1 Flash Lite Preview | 10.00 | 10.00 | 100.0% | 0 | 898 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 10.00 | 10.00 | 100.0% | 0 | 222 | 5,235 | |
| Google: Gemini 3.1 Flash Lite Preview | 10.00 | 10.00 | 100.0% | 0 | 782 | 0 |
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