- Rank
- #251
- Total Output Tokens
- 299,456
- Response Time (avg)
- 13.08s
- Total Cost
- $0.000
Ling 3.0 Flash (high) vs Qwen3.7 Flash
Qwen3.7 Flash leads on average score with 5.9 vs 5.8. Ling 3.0 Flash (high) has the lower benchmark cost at $0.000 vs $0.028. Ling 3.0 Flash (high) is faster at 13.08s vs 14.70s, with pass rates of 60.9% vs 36.2%.
Compared models
- Rank
- #248
- Total Output Tokens
- 117,742
- Response Time (avg)
- 14.70s
- Total Cost
- $0.028
Recommended model
Qwen3.7 Flash
It has the strongest score in this comparison (5.9) and the best overall balance of cost and response time across all 2 models.
Detailed comparison
| Metric | Ling 3.0 Flash Ling 3.0 Flash high | Qwen3.7 Flash Qwen3.7 Flash none |
|---|---|---|
| Score | 5.8 | 5.9 |
| Rank | #251 | #248 |
| Reliability | 9.8 | 10.0 |
| Consistency | 8.6 | 9.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 60.9% | 36.2% |
| Flaky tests | 4 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 0.395 |
| Total Cost | $0.000 | $0.028 |
| Input Price | $0.021 / 1M | $0.030 / 1M |
| Output Price | $0.063 / 1M | $0.130 / 1M |
| Total Input Tokens | 132,044 | 410,787 |
| Output Tokens | 92,135 | 117,742 |
| Reasoning Tokens | 207,321 | 0 |
| Response Time (avg) | 13.08s | 14.70s |
| Response Time (max) | 75.27s | 186.24s |
| Response Time (total) | 287.79s | 338.13s |
| Parameters | 124B total (5.1B active) | ~35B total (~3B active) |
| Availability | Open source | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#251 Ling 3.0 Flash
high- Cost
- $0.000
- Time
- 30.7s
- Tokens
- 10,576 tok
#248 Qwen3.7 Flash
none- Cost
- $0.001
- Time
- 34.0s
- Tokens
- 4,814 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Flash | 3.0 | 10.0 | 0.0% | 0 | 42ms | 0 | 0 | 0 | |
| Qwen3.7 Flash | 4.7 | 3.1 | 33.3% | 1 | 117.01s | 192,047 | 27,235 | 0 |
| 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 | |
| Qwen3.7 Flash | 3.0 | 7.9 | 8.3% | 1 | 2.55s | 696 | 1,627 | 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 | |
| Qwen3.7 Flash | 5.5 | 10.0 | 33.3% | 0 | 1.55s | 7,911 | 855 | 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 | |
| Qwen3.7 Flash | 3.8 | 5.8 | 33.3% | 1 | 94.59s | 191,173 | 86,701 | 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 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 2.09s | 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 | |
| Qwen3.7 Flash | 5.3 | 10.0 | 33.3% | 0 | 814ms | 798 | 15 | 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 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 963ms | 522 | 86 | 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 | |
| Qwen3.7 Flash | 6.3 | 10.0 | 50.0% | 0 | 892ms | 711 | 66 | 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 | |
| Qwen3.7 Flash | 3.7 | 10.0 | 0.0% | 0 | 1.39s | 714 | 633 | 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 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 2.80s | 8,211 | 272 | 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 | |
| Qwen3.7 Flash | 3.0 | 10.0 | 0.0% | 0 | 766ms | 210 | 9 | 0 |
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