- Rank
- #188
- Total Output Tokens
- 299,456
- Response Time (avg)
- 13.70s
- Total Cost
- $0.021
Ling-3.0-flash (high) vs Qwen3.6 Max Preview
Qwen3.6 Max Preview leads on average score with 6.4 vs 6.4. Ling-3.0-flash (high) has the lower benchmark cost at $0.021 vs $0.228. Qwen3.6 Max Preview is faster at 7.82s vs 13.70s, with pass rates of 63.6% vs 56.1%.
Compared models
- Rank
- #183
- Total Output Tokens
- 19,257
- Response Time (avg)
- 7.82s
- Total Cost
- $0.228
Recommended model
Ling-3.0-flash (high)
Its score stays close to the best score here (6.4 vs 6.4), while costing about 11.3x less than Qwen3.6 Max Preview.
Detailed comparison
| Metric | Ling-3.0-flash Ling-3.0-flash high | Qwen3.6 Max Preview Qwen3.6 Max Preview none |
|---|---|---|
| Score | 6.4 | 6.4 |
| Rank | #188 | #183 |
| Reliability | 9.8 | 9.9 |
| Consistency | 8.6 | 9.3 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 63.6% | 56.1% |
| Flaky tests | 4 | 2 |
| Total Runs | 66 | 66 |
| Cost per result | 0.000 | 2.248 |
| Total Cost | $0.021 | $0.228 |
| Input Price | $0.021 / 1M | $1.028 / 1M |
| Output Price | $0.063 / 1M | $6.162 / 1M |
| Total Input Tokens | 132,044 | 106,348 |
| Output Tokens | 92,135 | 19,257 |
| Reasoning Tokens | 207,321 | 0 |
| Response Time (avg) | 13.70s | 7.82s |
| Response Time (max) | 75.27s | 102.62s |
| Response Time (total) | 287.75s | 172.04s |
| Parameters | 124B total (5.1B active) | ~1T total (~40B active) |
| Availability | Open source | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#188 Ling-3.0-flash
high- Cost
- $0.000
- Time
- 30.7s
- Tokens
- 10,576 tok
#183 Qwen3.6 Max Preview
none- Cost
- $0.025
- Time
- 83.9s
- Tokens
- 4,066 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
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling-3.0-flash | 10.0 | 10.0 | 100.0% | 0 | 4.26s | 750 | 1,127 | 3,129 | |
| Qwen3.6 Max Preview | 5.2 | 7.9 | 41.7% | 1 | 2.63s | 696 | 513 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling-3.0-flash | 6.7 | 5.0 | 66.7% | 2 | 14.85s | 8,298 | 15,602 | 32,152 | |
| Qwen3.6 Max Preview | 3.8 | 7.3 | 22.2% | 1 | 3.12s | 7,913 | 456 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling-3.0-flash | 2.9 | 6.0 | 16.7% | 1 | 50.41s | 103,841 | 28,377 | 80,872 | |
| Qwen3.6 Max Preview | 6.5 | 10.0 | 50.0% | 0 | 61.56s | 78,779 | 17,320 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling-3.0-flash | 7.3 | 5.8 | 83.3% | 1 | 7.15s | 8,016 | 3,455 | 9,048 | |
| Qwen3.6 Max Preview | 10.0 | 10.0 | 100.0% | 0 | 2.87s | 7,794 | 243 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling-3.0-flash | 3.0 | 10.0 | 0.0% | 0 | 30.29s | 648 | 37,633 | 61,104 | |
| Qwen3.6 Max Preview | 5.3 | 10.0 | 33.3% | 0 | 1.23s | 798 | 18 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling-3.0-flash | 5.0 | 10.0 | 0.0% | 0 | 2.98s | 546 | 63 | 344 | |
| Qwen3.6 Max Preview | 4.3 | 10.0 | 0.0% | 0 | 1.62s | 522 | 76 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling-3.0-flash | 10.0 | 10.0 | 100.0% | 0 | 1.85s | 744 | 402 | 2,031 | |
| Qwen3.6 Max Preview | 9.8 | 10.0 | 100.0% | 0 | 1.40s | 711 | 69 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling-3.0-flash | 10.0 | 10.0 | 100.0% | 0 | 4.33s | 747 | 753 | 4,623 | |
| Qwen3.6 Max Preview | 10.0 | 10.0 | 100.0% | 0 | 2.65s | 714 | 321 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling-3.0-flash | 10.0 | 10.0 | 100.0% | 0 | 6.47s | 8,226 | 322 | 527 | |
| Qwen3.6 Max Preview | 10.0 | 10.0 | 100.0% | 0 | 5.27s | 8,211 | 222 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling-3.0-flash | 3.0 | 10.0 | 0.0% | 0 | 24.35s | 228 | 4,401 | 13,491 | |
| Qwen3.6 Max Preview | 3.0 | 10.0 | 0.0% | 0 | 1.97s | 210 | 19 | 0 |
Quick Compare
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