- Rank
- #126
- Total Output Tokens
- 911,334
- Response Time (avg)
- 58.56s
- Total Cost
- $0.589
DeepSeek V4.1 Flash 1017 (high) vs Ling 3.1 Flash (high)
The average score is effectively tied at 7.8 vs 7.9. Ling 3.1 Flash (high) has the lower benchmark cost at $0.000 vs $0.589. DeepSeek V4.1 Flash 1017 (high) is faster at 58.56s vs 87.39s, with pass rates of 71.0% vs 69.6%.
Compared models
- Rank
- #125
- Total Output Tokens
- 618,331
- Response Time (avg)
- 87.39s
- Total Cost
- $0.000
Recommended model
DeepSeek V4.1 Flash 1017 (high)
It has the strongest score in this comparison (7.8) and the best overall balance of cost and response time across 2 models.
Detailed comparison
| Metric | DeepSeek V4.1 Flash 1017 DeepSeek V4.1 Flash 1017 high | Ling 3.1 Flash Ling 3.1 Flash high |
|---|---|---|
| Score | 7.8 | 7.9 |
| Rank | #126 | #125 |
| Reliability | 10.0 | 9.8 |
| Consistency | 7.8 | 9.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 71.0% | 69.6% |
| Flaky tests | 6 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 4.530 | 0.000 |
| Total Cost | $0.589 | $0.000 |
| Input Price | $0.150 / 1M | $0.000 / 1M |
| Output Price | $0.600 / 1M | $0.000 / 1M |
| Cache Read Price | $0.003 / 1M | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 279,873 | 324,691 |
| Output Tokens | 7,049 | 181,251 |
| Reasoning Tokens | 904,285 | 506,441 |
| Response Time (avg) | 58.56s | 87.39s |
| Response Time (max) | 440.77s | 665.85s |
| Response Time (total) | 1346.87s | 2010.08s |
| Parameters | ~748B total (~16B active) | 560B total (25B active) |
| Availability | Open source | 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.
#126 DeepSeek V4.1 Flash 1017
high- Cost
- $0.004
- Time
- 27.2s
- Tokens
- 7,593 tok
#125 Ling 3.1 Flash
high- Cost
- $0.000
- Time
- 181.1s
- Tokens
- 21,073 tok
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 1017 | 10.0 | 10.0 | 100.0% | 0 | 43.53s | 144,680 | 1,907 | 4,293 | |
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 87.42s | 204,838 | 9,381 | 8,546 |
| 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 1017 | 8.3 | 10.0 | 75.0% | 0 | 2.10s | 627 | 137 | 2,440 | |
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.44s | 750 | 1,219 | 3,505 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash 1017 | 4.5 | 1.4 | 66.7% | 3 | 196.67s | 7,434 | 217 | 446,179 | |
| Ling 3.1 Flash | 8.2 | 7.2 | 88.9% | 1 | 83.41s | 8,298 | 17,470 | 54,626 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash 1017 | 10.0 | 10.0 | 100.0% | 0 | 37.28s | 107,806 | 3,862 | 41,936 | |
| Ling 3.1 Flash | 6.3 | 10.0 | 50.0% | 0 | 351.19s | 90,556 | 44,145 | 153,951 |
| 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 1017 | 10.0 | 10.0 | 100.0% | 0 | 2.20s | 7,446 | 207 | 1,450 | |
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 17.38s | 8,016 | 1,517 | 3,710 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash 1017 | 3.5 | 4.4 | 33.3% | 2 | 186.02s | 909 | 11 | 382,250 | |
| Ling 3.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 222.88s | 837 | 94,527 | 212,965 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash 1017 | 10.0 | 10.0 | 100.0% | 0 | 2.02s | 549 | 120 | 570 | |
| Ling 3.1 Flash | 3.9 | 9.4 | 0.0% | 0 | 7.82s | 546 | 38 | 2,140 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash 1017 | 10.0 | 10.0 | 100.0% | 0 | 1.12s | 708 | 69 | 866 | |
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.31s | 744 | 349 | 1,746 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash 1017 | 5.5 | 7.4 | 44.4% | 1 | 5.70s | 828 | 235 | 7,784 | |
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 37.46s | 747 | 5,017 | 29,548 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash 1017 | 10.0 | 10.0 | 100.0% | 0 | 2.28s | 8,625 | 267 | 305 | |
| Ling 3.1 Flash | 2.8 | 2.1 | 33.3% | 1 | 38.25s | 9,131 | 2,943 | 9,161 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash 1017 | 3.0 | 10.0 | 0.0% | 0 | 44.26s | 261 | 17 | 16,212 | |
| Ling 3.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 81.83s | 228 | 4,645 | 26,543 |
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