- Rank
- #104
- Total Output Tokens
- 106,419
- Response Time (avg)
- 48.87s
- Total Cost
- $0.271
Seed-2.0-Lite (medium) vs DeepSeek V4 Flash 0423 (high)
Seed-2.0-Lite (medium) leads on average score with 8.2 vs 8.1. DeepSeek V4 Flash 0423 (high) has the lower benchmark cost at $0.261 vs $0.271. Seed-2.0-Lite (medium) is faster at 48.87s vs 55.99s, with pass rates of 71.0% vs 71.0%.
Compared models
- Rank
- #108
- Total Output Tokens
- 203,134
- Response Time (avg)
- 55.99s
- Total Cost
- $0.261
Recommended model
Seed-2.0-Lite (medium)
It has the strongest score in this comparison (8.2) and the best overall balance of cost and response time across 2 models.
Detailed comparison
| Metric | Seed-2.0-Lite Seed-2.0-Lite medium | DeepSeek V4 Flash 0423 DeepSeek V4 Flash 0423 high |
|---|---|---|
| Score | 8.2 | 8.1 |
| Rank | #104 | #108 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.7 | 8.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 71.0% | 71.0% |
| Flaky tests | 4 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 1.931 | 0.547 |
| Total Cost | $0.271 | $0.261 |
| Input Price | $0.250 / 1M | $0.002 / 1M |
| Output Price | $2.000 / 1M | $1.280 / 1M |
| Cache Read Price | N/A | $0.002 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 229,530 | 298,794 |
| Output Tokens | 13,757 | 45,873 |
| Reasoning Tokens | 92,662 | 188,721 |
| Response Time (avg) | 48.87s | 55.99s |
| Response Time (max) | 254.92s | 218.13s |
| Response Time (total) | 1123.91s | 1287.87s |
| Parameters | ~200B total (~20B active) | 284B total (13B 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
#108 DeepSeek V4 Flash 0423
high- Cost
- $0.003
- Time
- 93.1s
- Tokens
- 7,926 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 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 148.13s | 190,314 | 8,644 | 14,640 |
| 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 Flash 0423 | 8.3 | 10.0 | 75.0% | 0 | 28.51s | 540 | 140 | 7,770 |
| 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 Flash 0423 | 7.8 | 10.0 | 66.7% | 0 | 50.60s | 7,279 | 395 | 34,862 |
| 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 Flash 0423 | 6.4 | 5.8 | 66.7% | 1 | 104.10s | 82,663 | 4,633 | 37,533 |
| 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 | 9.07s | 8,562 | 246 | 1,742 | |
| DeepSeek V4 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 28.03s | 7,290 | 201 | 1,179 |
| 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 Flash 0423 | 3.6 | 7.2 | 22.2% | 1 | 115.42s | 754 | 22,778 | 79,643 |
| 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 Flash 0423 | 6.1 | 3.1 | 66.7% | 1 | 25.15s | 471 | 79 | 632 |
| 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 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 15.36s | 627 | 63 | 1,622 |
| 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 Flash 0423 | 8.2 | 7.2 | 88.9% | 1 | 26.11s | 594 | 196 | 1,767 |
| 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 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 74.73s | 8,079 | 228 | 542 |
| 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 Flash 0423 | 3.0 | 10.0 | 0.0% | 0 | 54.46s | 183 | 8,516 | 8,531 |
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