AI BENCHY Compare
ByteDance Seed: Seed-2.0-Mini vs DeepSeek: DeepSeek V3.2
Last updated at: 2026-03-03
| Metric | ByteDance Seed: Seed-2.0-Mini medium Release: 2026-02-26 | DeepSeek: DeepSeek V3.2 none Release: 2025-12-01 |
|---|---|---|
| Rank | #19 | #30 |
| Avg Score | 6.13 | 4.70 |
| Consistency | 8.91 | 8.19 |
| Cost per result | 0.177 | 0.132 |
| Total Cost | $0.013 | $0.007 |
| Tests Correct | 7/14 | 5/14 |
| Attempt pass rate | 59.5% | 47.6% |
| Flaky tests | 2 | 3 |
| Output Tokens | 1,353 | 4,869 |
| Reasoning Tokens | 24,362 | 0 |
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 | |
| DeepSeek: DeepSeek V3.2 | 1.00 | 9.68 | 0.0% | 0 | 1,411 | 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 | |
| DeepSeek: DeepSeek V3.2 | 5.38 | 5.81 | 66.7% | 1 | 1,710 | 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 | |
| DeepSeek: DeepSeek V3.2 | 1.00 | 7.21 | 22.2% | 1 | 24 | 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 | |
| DeepSeek: DeepSeek V3.2 | 8.00 | 9.99 | 50.0% | 0 | 66 | 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 | |
| DeepSeek: DeepSeek V3.2 | 7.67 | 7.49 | 88.9% | 1 | 1,136 | 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 | |
| DeepSeek: DeepSeek V3.2 | 10.00 | 10.00 | 100.0% | 0 | 522 | 0 |
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