- Rank
- #120
- Total Output Tokens
- 271,559
- Response Time (avg)
- 91.67s
- Total Cost
- $0.140
Seed-2.0-Mini (medium) vs DeepSeek V4 Flash 0731 (low)
Seed-2.0-Mini (medium) leads on average score with 7.5 vs 7.4. Seed-2.0-Mini (medium) has the lower benchmark cost at $0.140 vs $0.307. DeepSeek V4 Flash 0731 (low) is faster at 88.15s vs 91.67s, with pass rates of 59.4% vs 71.0%.
Compared models
- Rank
- #124
- Total Output Tokens
- 414,035
- Response Time (avg)
- 88.15s
- Total Cost
- $0.307
Recommended model
Seed-2.0-Mini (medium)
It has the best score here (7.5), while costing about 2.2x less than DeepSeek V4 Flash 0731 (low).
Detailed comparison
| Metric | Seed-2.0-Mini Seed-2.0-Mini medium | DeepSeek V4 Flash 0731 DeepSeek V4 Flash 0731 low |
|---|---|---|
| Score | 7.5 | 7.4 |
| Rank | #120 | #124 |
| Reliability | 9.4 | 10.0 |
| Consistency | 9.0 | 8.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 59.4% | 71.0% |
| Flaky tests | 3 | 6 |
| Total Runs | 69 | 69 |
| Cost per result | 1.167 | 0.840 |
| Total Cost | $0.140 | $0.307 |
| Input Price | $0.100 / 1M | $0.010 / 1M |
| Output Price | $0.400 / 1M | $1.280 / 1M |
| Total Input Tokens | 313,368 | 231,356 |
| Output Tokens | 12,289 | 43,054 |
| Reasoning Tokens | 259,270 | 370,981 |
| Response Time (avg) | 91.67s | 88.15s |
| Response Time (max) | 301.78s | 438.65s |
| Response Time (total) | 1833.43s | 2027.36s |
| Parameters | ~50B total (~5B active) | 284B total (13B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#120 Seed-2.0-Mini
medium- Cost
- $0.002
- Time
- 161.7s
- Tokens
- 4,379 tok
#124 DeepSeek V4 Flash 0731
low
No output was saved. The original provider response or failure reason is unavailable.
- Cost
- $0.000
- Time
- 78.1s
- Tokens
- 8,090 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-Mini | 10.0 | 10.0 | 100.0% | 0 | 64.52s | 187,664 | 1,508 | 11,729 | |
| DeepSeek V4 Flash 0731 | 4.7 | 1.6 | 66.7% | 1 | 321.18s | 138,011 | 7,331 | 20,715 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Mini | 6.6 | 10.0 | 50.0% | 0 | 74.75s | 791 | 360 | 9,520 | |
| DeepSeek V4 Flash 0731 | 8.2 | 7.9 | 83.3% | 1 | 10.08s | 540 | 1,833 | 6,605 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Mini | 5.5 | 9.8 | 33.3% | 0 | 220.48s | 3,823 | 464 | 34,964 | |
| DeepSeek V4 Flash 0731 | 7.3 | 5.1 | 77.8% | 2 | 163.31s | 5,953 | 782 | 86,028 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Mini | 7.3 | 5.8 | 83.3% | 1 | 282.30s | 100,096 | 8,627 | 143,688 | |
| DeepSeek V4 Flash 0731 | 9.8 | 10.0 | 100.0% | 0 | 54.25s | 68,913 | 8,230 | 22,729 |
| 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-Mini | 10.0 | 10.0 | 100.0% | 0 | 24.27s | 8,568 | 246 | 2,743 | |
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 4.35s | 7,290 | 305 | 995 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Mini | 3.0 | 10.0 | 0.0% | 0 | 103.41s | 237 | 3 | 37,685 | |
| DeepSeek V4 Flash 0731 | 3.0 | 10.0 | 0.0% | 0 | 255.51s | 657 | 20,100 | 171,883 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Mini | 5.1 | 3.4 | 33.3% | 1 | 36.65s | 585 | 213 | 4,210 | |
| DeepSeek V4 Flash 0731 | 6.5 | 3.4 | 66.7% | 1 | 7.63s | 471 | 81 | 1,181 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Mini | 10.0 | 10.0 | 100.0% | 0 | 17.47s | 840 | 69 | 2,050 | |
| DeepSeek V4 Flash 0731 | 9.9 | 10.0 | 100.0% | 0 | 3.01s | 627 | 94 | 644 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Mini | 8.2 | 7.2 | 88.9% | 1 | 31.79s | 903 | 527 | 5,667 | |
| DeepSeek V4 Flash 0731 | 8.0 | 7.6 | 77.8% | 1 | 9.08s | 594 | 414 | 4,808 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Mini | 10.0 | 10.0 | 100.0% | 0 | 88.68s | 9,585 | 222 | 5,235 | |
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 4.44s | 8,178 | 367 | 186 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Mini | 3.0 | 10.0 | 0.0% | 0 | 56.76s | 276 | 50 | 1,779 | |
| DeepSeek V4 Flash 0731 | 3.0 | 10.0 | 0.0% | 0 | 246.86s | 122 | 3,517 | 55,207 |
Quick Compare
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