- Rank
- #256
- Total Output Tokens
- 13,105
- Response Time (avg)
- 9.65s
- Total Cost
- $0.182
Seed 2.1 Turbo vs Ling 3.0 Flash (high)
Ling 3.0 Flash (high) leads on average score with 5.8 vs 5.7. Ling 3.0 Flash (high) has the lower benchmark cost at $0.000 vs $0.182. Seed 2.1 Turbo is faster at 9.65s vs 13.08s, with pass rates of 52.2% vs 60.9%.
Compared models
- Rank
- #251
- Total Output Tokens
- 299,456
- Response Time (avg)
- 13.08s
- Total Cost
- $0.000
Recommended model
Seed 2.1 Turbo
It offers the best overall trade-off: a competitive score (5.7), faster response than Ling 3.0 Flash (high), and balanced cost.
Detailed comparison
| Metric | Seed 2.1 Turbo Seed 2.1 Turbo none | Ling 3.0 Flash Ling 3.0 Flash high |
|---|---|---|
| Score | 5.7 | 5.8 |
| Rank | #256 | #251 |
| Reliability | 10.0 | 9.8 |
| Consistency | 9.0 | 8.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 52.2% | 60.9% |
| Flaky tests | 3 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 1.819 | 0.000 |
| Total Cost | $0.182 | $0.000 |
| Input Price | $0.500 / 1M | $0.021 / 1M |
| Output Price | $2.500 / 1M | $0.063 / 1M |
| Total Input Tokens | 298,242 | 132,044 |
| Output Tokens | 13,105 | 92,135 |
| Reasoning Tokens | 0 | 207,321 |
| Response Time (avg) | 9.65s | 13.08s |
| Response Time (max) | 71.45s | 75.27s |
| Response Time (total) | 221.91s | 287.79s |
| Parameters | ~200B total (~20B active) | 124B total (5.1B active) |
| Availability | Closed | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#256 Seed 2.1 Turbo
none- Cost
- $0.093
- Time
- 517.1s
- Tokens
- 37,102 tok
#251 Ling 3.0 Flash
high- Cost
- $0.000
- Time
- 30.7s
- Tokens
- 10,576 tok
Top Models by Score
Score vs Total Cost
Response Time (avg)
Score vs Response Time (avg)
Total Output Tokens
Score vs Total Output Tokens
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 5.0 | 10.0 | 0.0% | 0 | 71.45s | 169,092 | 2,462 | 0 | |
| Ling 3.0 Flash | 3.0 | 10.0 | 0.0% | 0 | 42ms | 0 | 0 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 4.8 | 10.0 | 25.0% | 0 | 4.04s | 894 | 337 | 0 | |
| Ling 3.0 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.26s | 750 | 1,127 | 3,129 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 4.5 | 7.9 | 22.2% | 1 | 2.35s | 8,211 | 608 | 0 | |
| Ling 3.0 Flash | 6.7 | 5.0 | 66.7% | 2 | 14.85s | 8,298 | 15,602 | 32,152 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 3.8 | 5.8 | 33.3% | 1 | 41.25s | 98,769 | 8,300 | 0 | |
| Ling 3.0 Flash | 2.9 | 6.0 | 16.7% | 1 | 50.41s | 103,841 | 28,377 | 80,872 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 7.1 | 5.6 | 83.3% | 1 | 2.63s | 8,538 | 491 | 0 | |
| Ling 3.0 Flash | 7.3 | 5.8 | 83.3% | 1 | 7.15s | 8,016 | 3,455 | 9,048 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 7.7 | 10.0 | 66.7% | 0 | 1.36s | 948 | 18 | 0 | |
| Ling 3.0 Flash | 3.0 | 10.0 | 0.0% | 0 | 30.29s | 648 | 37,633 | 61,104 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 5.0 | 10.0 | 0.0% | 0 | 2.44s | 570 | 217 | 0 | |
| Ling 3.0 Flash | 5.0 | 10.0 | 0.0% | 0 | 2.98s | 546 | 63 | 344 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 9.8 | 10.0 | 100.0% | 0 | 1.82s | 810 | 69 | 0 | |
| Ling 3.0 Flash | 10.0 | 10.0 | 100.0% | 0 | 1.85s | 744 | 402 | 2,031 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 10.0 | 10.0 | 100.0% | 0 | 2.31s | 858 | 365 | 0 | |
| Ling 3.0 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.33s | 747 | 753 | 4,623 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 10.0 | 10.0 | 100.0% | 0 | 20.28s | 9,288 | 228 | 0 | |
| Ling 3.0 Flash | 10.0 | 10.0 | 100.0% | 0 | 6.47s | 8,226 | 322 | 527 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 3.0 | 10.0 | 0.0% | 0 | 2.12s | 264 | 10 | 0 | |
| Ling 3.0 Flash | 3.0 | 10.0 | 0.0% | 0 | 24.35s | 228 | 4,401 | 13,491 |
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