- Rank
- #296
- Total Output Tokens
- 16,806
- Response Time (avg)
- 3.46s
- Total Cost
- $0.055
DeepSeek V4.1 Flash 1017 vs Ling 3.0 Flash (high)
DeepSeek V4.1 Flash 1017 leads on average score with 5.8 vs 5.8. Ling 3.0 Flash (high) has the lower benchmark cost at $0.021 vs $0.055. DeepSeek V4.1 Flash 1017 is faster at 3.46s vs 13.08s, with pass rates of 36.2% vs 60.9%.
Compared models
- Rank
- #299
- Total Output Tokens
- 275,014
- Response Time (avg)
- 13.08s
- Total Cost
- $0.021
Recommended model
DeepSeek V4.1 Flash 1017
It has the best score here (5.8), while responding about 3.8x faster than Ling 3.0 Flash (high).
Detailed comparison
| Metric | DeepSeek V4.1 Flash 1017 DeepSeek V4.1 Flash 1017 none | Ling 3.0 Flash Ling 3.0 Flash high |
|---|---|---|
| Score | 5.8 | 5.8 |
| Rank | #296 | #299 |
| Reliability | 10.0 | 9.8 |
| Consistency | 9.7 | 8.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 36.2% | 60.9% |
| Flaky tests | 1 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 0.678 | 0.000 |
| Total Cost | $0.055 | $0.021 |
| Input Price | $0.150 / 1M | $0.021 / 1M |
| Output Price | $0.600 / 1M | $0.063 / 1M |
| Cache Read Price | $0.003 / 1M | $0.005 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 293,927 | 132,044 |
| Output Tokens | 16,806 | 92,135 |
| Reasoning Tokens | 0 | 207,321 |
| Response Time (avg) | 3.46s | 13.08s |
| Response Time (max) | 43.95s | 75.27s |
| Response Time (total) | 79.48s | 287.79s |
| Parameters | ~748B total (~16B active) | 124B total (5.1B active) |
| Availability | Open source | 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.
#296 DeepSeek V4.1 Flash 1017
none- Cost
- $0.001
- Time
- 7.1s
- Tokens
- 2,012 tok
#299 Ling 3.0 Flash
high- Cost
- $0.000
- Time
- 30.7s
- Tokens
- 10,576 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 | 5.0 | 10.0 | 0.0% | 0 | 43.95s | 168,815 | 3,381 | 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 1017 | 3.6 | 10.0 | 0.0% | 0 | 1.14s | 552 | 990 | 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 1017 | 5.6 | 9.9 | 33.3% | 0 | 2.38s | 7,284 | 3,922 | 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 1017 | 3.0 | 10.0 | 0.0% | 0 | 7.51s | 99,393 | 7,551 | 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 1017 | 10.0 | 10.0 | 100.0% | 0 | 544ms | 7,296 | 201 | 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 1017 | 7.7 | 10.0 | 66.7% | 0 | 463ms | 684 | 30 | 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 1017 | 5.1 | 3.4 | 33.3% | 1 | 616ms | 474 | 113 | 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 1017 | 6.5 | 10.0 | 50.0% | 0 | 608ms | 633 | 60 | 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 1017 | 5.4 | 10.0 | 33.3% | 0 | 750ms | 603 | 315 | 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 1017 | 10.0 | 10.0 | 100.0% | 0 | 1.60s | 8,007 | 228 | 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 1017 | 3.0 | 10.0 | 0.0% | 0 | 655ms | 186 | 15 | 0 | |
| Ling 3.0 Flash | 3.0 | 10.0 | 0.0% | 0 | 24.35s | 228 | 4,401 | 13,491 |
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