- Rank
- #258
- Total Output Tokens
- 17,558
- Response Time (avg)
- 7.49s
- Total Cost
- $0.114
Seed-2.0-Lite vs KAT-Coder-Pro V2.5 (default)
KAT-Coder-Pro V2.5 (default) leads on average score with 6.1 vs 6.0. Seed-2.0-Lite has the lower benchmark cost at $0.114 vs $0.742. Seed-2.0-Lite is faster at 7.49s vs 24.96s, with pass rates of 39.1% vs 68.1%.
Compared models
- Rank
- #252
- Total Output Tokens
- 139,572
- Response Time (avg)
- 24.96s
- Total Cost
- $0.742
Recommended model
Seed-2.0-Lite
Its score stays close to the best score here (6.0 vs 6.1), while costing about 6.5x less than KAT-Coder-Pro V2.5 (default).
Detailed comparison
| Metric | Seed-2.0-Lite Seed-2.0-Lite none | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 default |
|---|---|---|
| Score | 6.0 | 6.1 |
| Rank | #258 | #252 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.9 | 7.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 39.1% | 68.1% |
| Flaky tests | 3 | 8 |
| Total Runs | 69 | 69 |
| Cost per result | 1.421 | 4.419 |
| Total Cost | $0.114 | $0.742 |
| Input Price | $0.250 / 1M | $0.740 / 1M |
| Output Price | $2.000 / 1M | $2.960 / 1M |
| Cache Read Price | N/A | $0.150 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 314,113 | 98,508 |
| Output Tokens | 17,558 | 8,088 |
| Reasoning Tokens | 0 | 131,484 |
| Response Time (avg) | 7.49s | 24.96s |
| Response Time (max) | 75.99s | 335.41s |
| Response Time (total) | 172.19s | 574.12s |
| Parameters | ~200B total (~20B active) | ~700B total (~72B active) |
| Availability | Closed | Closed |
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#258 Seed-2.0-Lite
none- Cost
- $0.005
- Time
- 83.8s
- Tokens
- 2,311 tok
#252 KAT-Coder-Pro V2.5
default- Cost
- $0.010
- Time
- 29.0s
- Tokens
- 3,439 tok
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 | 5.0 | 10.0 | 0.0% | 0 | 75.99s | 171,907 | 2,814 | 0 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.90s | 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-2.0-Lite | 3.0 | 5.9 | 16.7% | 2 | 2.43s | 894 | 709 | 0 | |
| KAT-Coder-Pro V2.5 | 8.7 | 7.9 | 91.7% | 1 | 4.58s | 672 | 222 | 3,776 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 5.6 | 10.0 | 33.3% | 0 | 2.83s | 8,215 | 410 | 0 | |
| KAT-Coder-Pro V2.5 | 6.1 | 4.7 | 66.7% | 2 | 22.52s | 7,893 | 451 | 21,989 |
| Combined | 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 | 25.58s | 111,839 | 11,985 | 0 | |
| KAT-Coder-Pro V2.5 | 4.1 | 5.0 | 33.3% | 1 | 183.08s | 70,881 | 6,356 | 71,533 |
| 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 | 1.82s | 8,538 | 246 | 0 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.07s | 7,776 | 288 | 2,073 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 3.0 | 10.0 | 0.0% | 0 | 1.12s | 948 | 15 | 0 | |
| KAT-Coder-Pro V2.5 | 4.1 | 4.4 | 44.5% | 2 | 24.90s | 780 | 34 | 24,649 |
| General Intelligence | 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 | 3.45s | 570 | 294 | 0 | |
| KAT-Coder-Pro V2.5 | 4.8 | 3.2 | 33.3% | 1 | 5.16s | 516 | 111 | 956 |
| 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 | 1.06s | 810 | 73 | 0 | |
| KAT-Coder-Pro V2.5 | 9.8 | 10.0 | 100.0% | 0 | 2.61s | 699 | 84 | 1,000 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 5.3 | 7.2 | 44.4% | 1 | 2.78s | 858 | 709 | 0 | |
| KAT-Coder-Pro V2.5 | 8.2 | 7.2 | 88.9% | 1 | 3.03s | 696 | 256 | 1,673 |
| 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 | 3.94s | 9,270 | 292 | 0 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.93s | 8,391 | 268 | 835 |
| 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 | 1.96s | 264 | 11 | 0 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 9.91s | 204 | 18 | 3,000 |
Quick Compare
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