- Rank
- #120
- Total Output Tokens
- 271,559
- Response Time (avg)
- 91.67s
- Total Cost
- $0.140
Seed-2.0-Mini (medium) vs GLM 5.3 FlashX (high)
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 $0.210. GLM 5.3 FlashX (high) is faster at 14.94s vs 91.67s, with pass rates of 59.4% vs 69.6%.
Compared models
- Rank
- #126
- Total Output Tokens
- 97,728
- Response Time (avg)
- 14.94s
- Total Cost
- $0.210
Recommended model
GLM 5.3 FlashX (high)
Its score stays close to the best score here (7.4 vs 7.5), while responding about 6.1x faster than Seed-2.0-Mini (medium).
Detailed comparison
| Metric | Seed-2.0-Mini Seed-2.0-Mini medium | GLM 5.3 FlashX GLM 5.3 FlashX high |
|---|---|---|
| Score | 7.5 | 7.4 |
| Rank | #120 | #126 |
| Reliability | 9.4 | 10.0 |
| Consistency | 9.0 | 8.2 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 59.4% | 69.6% |
| Flaky tests | 3 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 1.167 | 1.612 |
| Total Cost | $0.140 | $0.210 |
| Input Price | $0.100 / 1M | $0.370 / 1M |
| Output Price | $0.400 / 1M | $1.250 / 1M |
| Total Input Tokens | 313,368 | 235,914 |
| Output Tokens | 12,289 | 8,147 |
| Reasoning Tokens | 259,270 | 89,581 |
| Response Time (avg) | 91.67s | 14.94s |
| Response Time (max) | 301.78s | 91.16s |
| Response Time (total) | 1833.43s | 343.65s |
| Parameters | ~50B total (~5B active) | 320B total (18B 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
#126 GLM 5.3 FlashX
high- Cost
- $0.030
- Time
- 169.4s
- Tokens
- 23,950 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 | |
| GLM 5.3 FlashX | 10.0 | 10.0 | 100.0% | 0 | 78.03s | 154,549 | 1,326 | 12,503 |
| 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 | |
| GLM 5.3 FlashX | 8.2 | 7.9 | 83.3% | 1 | 1.98s | 639 | 425 | 606 |
| 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 | |
| GLM 5.3 FlashX | 8.2 | 7.2 | 88.9% | 1 | 8.06s | 7,317 | 374 | 9,267 |
| 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 | |
| GLM 5.3 FlashX | 3.0 | 10.0 | 0.0% | 0 | 27.73s | 56,585 | 4,123 | 15,563 |
| 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 | |
| GLM 5.3 FlashX | 7.3 | 5.8 | 83.3% | 1 | 1.82s | 7,149 | 298 | 285 |
| 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 | |
| GLM 5.3 FlashX | 3.6 | 7.2 | 22.2% | 1 | 50.04s | 759 | 506 | 48,992 |
| 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 | |
| GLM 5.3 FlashX | 6.1 | 3.1 | 66.7% | 1 | 2.28s | 498 | 169 | 229 |
| 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 | |
| GLM 5.3 FlashX | 10.0 | 10.0 | 100.0% | 0 | 1.72s | 678 | 72 | 177 |
| 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 | |
| GLM 5.3 FlashX | 10.0 | 10.0 | 100.0% | 0 | 2.06s | 672 | 462 | 434 |
| 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 | |
| GLM 5.3 FlashX | 10.0 | 10.0 | 100.0% | 0 | 7.09s | 6,861 | 231 | 84 |
| 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 | |
| GLM 5.3 FlashX | 3.0 | 10.0 | 0.0% | 0 | 5.34s | 207 | 161 | 1,441 |
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