- Rank
- #104
- Total Output Tokens
- 106,419
- Response Time (avg)
- 48.87s
- Total Cost
- $0.271
Seed-2.0-Lite (medium) vs DeepSeek V4.1 Flash 1017 (max)
DeepSeek V4.1 Flash 1017 (max) leads on average score with 8.2 vs 8.2. Seed-2.0-Lite (medium) has the lower benchmark cost at $0.271 vs $0.757. Seed-2.0-Lite (medium) is faster at 48.87s vs 78.20s, with pass rates of 71.0% vs 76.8%.
Compared models
- Rank
- #100
- Total Output Tokens
- 1,170,181
- Response Time (avg)
- 78.20s
- Total Cost
- $0.757
Recommended model
Seed-2.0-Lite (medium)
Its score stays close to the best score here (8.2 vs 8.2), while costing about 2.8x less than DeepSeek V4.1 Flash 1017 (max).
Detailed comparison
| Metric | Seed-2.0-Lite Seed-2.0-Lite medium | DeepSeek V4.1 Flash 1017 DeepSeek V4.1 Flash 1017 max |
|---|---|---|
| Score | 8.2 | 8.2 |
| Rank | #104 | #100 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.7 | 8.2 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 71.0% | 76.8% |
| Flaky tests | 4 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 1.931 | 5.041 |
| Total Cost | $0.271 | $0.757 |
| Input Price | $0.250 / 1M | $0.150 / 1M |
| Output Price | $2.000 / 1M | $0.600 / 1M |
| Cache Read Price | N/A | $0.003 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 229,530 | 360,065 |
| Output Tokens | 13,757 | 7,711 |
| Reasoning Tokens | 92,662 | 1,162,470 |
| Response Time (avg) | 48.87s | 78.20s |
| Response Time (max) | 254.92s | 605.14s |
| Response Time (total) | 1123.91s | 1798.65s |
| Parameters | ~200B total (~20B active) | ~748B total (~16B active) |
| Availability | Closed | Open source |
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.
#104 Seed-2.0-Lite
medium- Cost
- $0.005
- Time
- 86.7s
- Tokens
- 2,354 tok
#100 DeepSeek V4.1 Flash 1017
max- Cost
- $0.018
- Time
- 135.0s
- Tokens
- 35,163 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 | 10.0 | 10.0 | 100.0% | 0 | 69.33s | 99,624 | 1,227 | 3,896 | |
| DeepSeek V4.1 Flash 1017 | 10.0 | 10.0 | 100.0% | 0 | 45.58s | 139,675 | 1,771 | 5,358 |
| 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 1017 | 8.3 | 10.0 | 75.0% | 0 | 4.16s | 852 | 193 | 6,178 |
| 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 1017 | 5.6 | 4.2 | 66.7% | 2 | 199.23s | 7,509 | 111 | 475,423 |
| 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 1017 | 10.0 | 10.0 | 100.0% | 0 | 104.92s | 192,579 | 4,716 | 125,203 |
| 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 1017 | 10.0 | 10.0 | 100.0% | 0 | 1.99s | 7,446 | 207 | 1,323 |
| 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 1017 | 5.9 | 7.2 | 55.6% | 1 | 260.29s | 909 | 11 | 487,376 |
| 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 1017 | 10.0 | 10.0 | 100.0% | 0 | 3.52s | 549 | 128 | 1,020 |
| 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 1017 | 10.0 | 10.0 | 100.0% | 0 | 1.73s | 783 | 69 | 1,223 |
| 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 1017 | 6.3 | 4.9 | 66.7% | 2 | 12.29s | 828 | 247 | 17,864 |
| 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 1017 | 10.0 | 10.0 | 100.0% | 0 | 2.43s | 8,674 | 237 | 349 |
| 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 1017 | 3.0 | 10.0 | 0.0% | 0 | 97.77s | 261 | 21 | 41,153 |
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