- Rank
- #85
- Total Output Tokens
- 106,419
- Response Time (avg)
- 48.87s
- Total Cost
- $0.271
Seed-2.0-Lite (medium) vs DeepSeek V4.1 Flash (low)
Seed-2.0-Lite (medium) leads on average score with 8.2 vs 8.0. DeepSeek V4.1 Flash (low) has the lower benchmark cost at $0.153 vs $0.271. DeepSeek V4.1 Flash (low) is faster at 28.04s vs 48.87s, with pass rates of 71.0% vs 73.9%.
Compared models
- Rank
- #90
- Total Output Tokens
- 371,547
- Response Time (avg)
- 28.04s
- Total Cost
- $0.153
Recommended model
DeepSeek V4.1 Flash (low)
Its score stays close to the best score here (8.0 vs 8.2), while costing about 1.8x less than Seed-2.0-Lite (medium).
Detailed comparison
| Metric | Seed-2.0-Lite Seed-2.0-Lite medium | DeepSeek V4.1 Flash DeepSeek V4.1 Flash low |
|---|---|---|
| Score | 8.2 | 8.0 |
| Rank | #85 | #90 |
| Reliability | 10.0 | 9.6 |
| Consistency | 8.7 | 8.7 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 71.0% | 73.9% |
| Flaky tests | 4 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 1.931 | 1.576 |
| Total Cost | $0.271 | $0.153 |
| Input Price | $0.250 / 1M | $0.020 / 1M |
| Output Price | $2.000 / 1M | $0.396 / 1M |
| Total Input Tokens | 229,530 | 266,849 |
| Output Tokens | 13,757 | 8,284 |
| Reasoning Tokens | 92,662 | 363,263 |
| Response Time (avg) | 48.87s | 28.04s |
| Response Time (max) | 254.92s | 149.84s |
| Response Time (total) | 1123.91s | 645.03s |
| Parameters | ~200B total (~20B active) | 748B total (16B active) |
| Availability | Closed | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#85 Seed-2.0-Lite
medium- Cost
- $0.005
- Time
- 86.7s
- Tokens
- 2,354 tok
#90 DeepSeek V4.1 Flash
low- Cost
- $0.017
- Time
- 43.6s
- Tokens
- 14,069 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-2.0-Lite | 10.0 | 10.0 | 100.0% | 0 | 69.33s | 99,624 | 1,227 | 3,896 | |
| DeepSeek V4.1 Flash | 6.1 | 3.1 | 66.7% | 1 | 56.02s | 167,134 | 1,903 | 21,681 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 8.3 | 10.0 | 75.0% | 0 | 17.99s | 942 | 996 | 7,142 | |
| DeepSeek V4.1 Flash | 8.3 | 10.0 | 75.0% | 0 | 3.32s | 852 | 171 | 4,328 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 8.0 | 9.8 | 66.7% | 0 | 156.74s | 8,247 | 458 | 31,890 | |
| DeepSeek V4.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 40.66s | 7,509 | 378 | 81,978 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 6.4 | 5.8 | 66.7% | 1 | 58.52s | 99,411 | 9,809 | 13,940 | |
| DeepSeek V4.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 24.73s | 77,368 | 4,906 | 24,016 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 10.0 | 10.0 | 100.0% | 0 | 9.07s | 8,562 | 246 | 1,742 | |
| DeepSeek V4.1 Flash | 6.5 | 10.0 | 50.0% | 0 | 3.80s | 2,397 | 120 | 1,149 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 3.6 | 7.2 | 22.2% | 1 | 84.35s | 852 | 12 | 24,616 | |
| DeepSeek V4.1 Flash | 3.5 | 4.4 | 33.3% | 2 | 95.58s | 909 | 27 | 184,701 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 6.7 | 3.6 | 66.7% | 1 | 18.25s | 582 | 304 | 1,620 | |
| DeepSeek V4.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.34s | 549 | 117 | 1,319 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 10.0 | 10.0 | 100.0% | 0 | 7.26s | 834 | 71 | 1,480 | |
| DeepSeek V4.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 8.38s | 783 | 63 | 1,546 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 9.0 | 7.9 | 88.9% | 1 | 10.23s | 894 | 403 | 3,285 | |
| DeepSeek V4.1 Flash | 8.2 | 7.7 | 77.8% | 1 | 9.39s | 828 | 273 | 14,502 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 10.0 | 10.0 | 100.0% | 0 | 12.38s | 9,306 | 222 | 1,011 | |
| DeepSeek V4.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 13.83s | 8,259 | 313 | 284 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 3.0 | 10.0 | 0.0% | 0 | 48.32s | 276 | 9 | 2,040 | |
| DeepSeek V4.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 46.86s | 261 | 13 | 27,759 |
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