- Rank
- #250
- Total Output Tokens
- 292,779
- Response Time (avg)
- 16.63s
- Total Cost
- $0.123
DeepSeek V4.1 Flash vs Ling 3.0 Flash (high)
The average score is effectively tied at 5.8 vs 5.8. Ling 3.0 Flash (high) has the lower benchmark cost at $0.000 vs $0.123. Ling 3.0 Flash (high) is faster at 13.08s vs 16.63s, with pass rates of 36.2% vs 60.9%.
Compared models
- Rank
- #251
- Total Output Tokens
- 299,456
- Response Time (avg)
- 13.08s
- Total Cost
- $0.000
Recommended model
DeepSeek V4.1 Flash
It has the strongest score in this comparison (5.8) and the best overall balance of cost and response time across all 2 models.
Detailed comparison
| Metric | DeepSeek V4.1 Flash DeepSeek V4.1 Flash none | Ling 3.0 Flash Ling 3.0 Flash high |
|---|---|---|
| Score | 5.8 | 5.8 |
| Rank | #250 | #251 |
| Reliability | 9.7 | 9.8 |
| Consistency | 9.1 | 8.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 36.2% | 60.9% |
| Flaky tests | 3 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 2.806 | 0.000 |
| Total Cost | $0.123 | $0.000 |
| Input Price | $0.020 / 1M | $0.021 / 1M |
| Output Price | $0.396 / 1M | $0.063 / 1M |
| Total Input Tokens | 337,756 | 132,044 |
| Output Tokens | 292,779 | 92,135 |
| Reasoning Tokens | 0 | 207,321 |
| Response Time (avg) | 16.63s | 13.08s |
| Response Time (max) | 247.66s | 75.27s |
| Response Time (total) | 382.53s | 287.79s |
| Parameters | 748B total (16B active) | 124B total (5.1B active) |
| Availability | Open source | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#250 DeepSeek V4.1 Flash
none- Cost
- $0.021
- Time
- 55.4s
- Tokens
- 17,181 tok
#251 Ling 3.0 Flash
high- Cost
- $0.000
- Time
- 30.7s
- Tokens
- 10,576 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 7.4 | 3.8 | 66.7% | 1 | 55.81s | 200,069 | 18,999 | 0 | |
| Ling 3.0 Flash | 3.0 | 10.0 | 0.0% | 0 | 42ms | 0 | 0 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 3.7 | 8.4 | 8.3% | 1 | 1.90s | 552 | 907 | 0 | |
| Ling 3.0 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.26s | 750 | 1,127 | 3,129 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 5.5 | 10.0 | 33.3% | 0 | 83.66s | 7,284 | 263,438 | 0 | |
| Ling 3.0 Flash | 6.7 | 5.0 | 66.7% | 2 | 14.85s | 8,298 | 15,602 | 32,152 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 10.37s | 116,933 | 8,699 | 0 | |
| Ling 3.0 Flash | 2.9 | 6.0 | 16.7% | 1 | 50.41s | 103,841 | 28,377 | 80,872 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 6.5 | 10.0 | 50.0% | 0 | 3.09s | 2,322 | 117 | 0 | |
| Ling 3.0 Flash | 7.3 | 5.8 | 83.3% | 1 | 7.15s | 8,016 | 3,455 | 9,048 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 7.7 | 10.0 | 66.7% | 0 | 5.46s | 684 | 21 | 0 | |
| Ling 3.0 Flash | 3.0 | 10.0 | 0.0% | 0 | 30.29s | 648 | 37,633 | 61,104 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 5.5 | 10.0 | 0.0% | 0 | 1.69s | 474 | 93 | 0 | |
| Ling 3.0 Flash | 5.0 | 10.0 | 0.0% | 0 | 2.98s | 546 | 63 | 344 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 6.5 | 10.0 | 50.0% | 0 | 6.81s | 633 | 62 | 0 | |
| Ling 3.0 Flash | 10.0 | 10.0 | 100.0% | 0 | 1.85s | 744 | 402 | 2,031 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 5.3 | 7.2 | 44.4% | 1 | 1.49s | 603 | 215 | 0 | |
| Ling 3.0 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.33s | 747 | 753 | 4,623 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 3.76s | 8,016 | 219 | 0 | |
| Ling 3.0 Flash | 10.0 | 10.0 | 100.0% | 0 | 6.47s | 8,226 | 322 | 527 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 1.32s | 186 | 9 | 0 | |
| Ling 3.0 Flash | 3.0 | 10.0 | 0.0% | 0 | 24.35s | 228 | 4,401 | 13,491 |
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