AI BENCHY Compare
ByteDance Seed: Seed-2.0-Mini vs Google: Gemini 3.1 Flash Lite Preview
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Last updated at: 2026-03-05
| Metric | ByteDance Seed: Seed-2.0-Mini medium Release: 2026-02-14 | Google: Gemini 3.1 Flash Lite Preview low Release: 2026-03-03 |
|---|---|---|
| Avg Score | 7.0 | 7.6 |
| Tests Correct | ||
| Rank | #23 | #12 |
| Consistency | 9.4 | 10.0 |
| Cost per result | 0.261 | 0.170 |
| Total Cost | $0.027 | $0.019 |
| Attempt pass rate | 71.1% | 73.3% |
| Flaky tests | 1 | 0 |
| common.totalAttempts | 45 (15 x 3) | 45 (15 x 3) |
| Output Tokens | 1,752 | 1,542 |
| Reasoning Tokens | 54,246 | 6,888 |
| Response Time (avg) | 67.46s | 3.49s |
| Response Time (max) | 262.83s | 11.91s |
| Response Time (total) | 809.49s | 52.29s |
Score vs Total Cost
Response Time (avg)
Avg Score vs Response Time (avg)
Category Breakdown
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 7.0 | 10.0 | 66.7% | 0 | 98.99s | 354 | 9,352 | |
| Google: Gemini 3.1 Flash Lite Preview | 7.0 | 10.0 | 66.7% | 0 | 2.18s | 456 | 1,224 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 10.0 | 10.0 | 100.0% | 0 | 262.83s | 404 | 29,806 | |
| Google: Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 0.0% | 0 | 11.91s | 225 | 762 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 9.9 | 10.0 | 100.0% | 0 | 24.27s | 246 | 2,743 | |
| Google: Gemini 3.1 Flash Lite Preview | 9.9 | 10.0 | 100.0% | 0 | 3.00s | 291 | 696 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 10.0 | 10.0 | 0.0% | 0 | 0ms | 0 | 0 | |
| Google: Gemini 3.1 Flash Lite Preview | 4.0 | 10.0 | 33.3% | 0 | 2.36s | 18 | 1,212 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 10.0 | 10.0 | 100.0% | 0 | 17.47s | 69 | 2,050 | |
| Google: Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 1.49s | 72 | 753 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 7.0 | 7.2 | 88.9% | 1 | 25.85s | 457 | 5,060 | |
| Google: Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 2.76s | 243 | 1,248 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| ByteDance Seed: Seed-2.0-Mini | 10.0 | 10.0 | 100.0% | 0 | 88.68s | 222 | 5,235 | |
| Google: Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 9.54s | 237 | 993 |
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