- Rank
- #222
- Total Output Tokens
- 704,170
- Response Time (avg)
- 85.22s
- Total Cost
- $0.000
Ling 3.1 Flash (low) vs Qwen3.5 Plus 2026-02-15
The average score is effectively tied at 6.3 vs 6.3. Ling 3.1 Flash (low) has the lower benchmark cost at $0.000 vs $0.176. Qwen3.5 Plus 2026-02-15 is faster at 20.07s vs 85.22s, with pass rates of 66.7% vs 52.2%.
Compared models
- Rank
- #221
- Total Output Tokens
- 53,060
- Response Time (avg)
- 20.07s
- Total Cost
- $0.176
Recommended model
Qwen3.5 Plus 2026-02-15
It has the best score here (6.3), while responding about 4.2x faster than Ling 3.1 Flash (low).
Detailed comparison
| Metric | Ling 3.1 Flash Ling 3.1 Flash low | Qwen3.5 Plus 2026-02-15 Qwen3.5 Plus 2026-02-15 none |
|---|---|---|
| Score | 6.3 | 6.3 |
| Rank | #222 | #221 |
| Reliability | 9.7 | 10.0 |
| Consistency | 7.8 | 9.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 66.7% | 52.2% |
| Flaky tests | 6 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 1.593 |
| Total Cost | $0.000 | $0.176 |
| Input Price | $0.000 / 1M | $0.260 / 1M |
| Output Price | $0.000 / 1M | $1.560 / 1M |
| Cache Read Price | N/A | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 271,890 | 346,064 |
| Output Tokens | 190,841 | 53,060 |
| Reasoning Tokens | 513,329 | 0 |
| Response Time (avg) | 85.22s | 20.07s |
| Response Time (max) | 432.81s | 183.50s |
| Response Time (total) | 1960.12s | 341.27s |
| Parameters | 560B total (25B active) | ~397B total (~17B active) |
| Availability | Closed | 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.
#222 Ling 3.1 Flash
low- Cost
- $0.000
- Time
- 133.5s
- Tokens
- 12,950 tok
#221 Qwen3.5 Plus 2026-02-15
none- Cost
- $0.012
- Time
- 153.2s
- Tokens
- 7,787 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 3.1 Flash | 4.7 | 1.6 | 66.7% | 1 | 101.51s | 148,137 | 12,034 | 14,574 | |
| Qwen3.5 Plus 2026-02-15 | 5.2 | 3.2 | 33.3% | 1 | 183.50s | 243,409 | 23,690 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.16s | 750 | 1,268 | 3,167 | |
| Qwen3.5 Plus 2026-02-15 | 4.8 | 10.0 | 25.0% | 0 | 1.91s | 696 | 517 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 5.6 | 4.2 | 66.7% | 2 | 107.30s | 8,298 | 20,816 | 86,330 | |
| Qwen3.5 Plus 2026-02-15 | 4.3 | 7.9 | 11.1% | 1 | 2.05s | 7,913 | 473 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 6.6 | 9.1 | 50.0% | 0 | 235.14s | 95,366 | 29,960 | 91,357 | |
| Qwen3.5 Plus 2026-02-15 | 6.5 | 10.0 | 50.0% | 0 | 64.83s | 75,086 | 27,204 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 21.83s | 8,016 | 1,507 | 4,078 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 1.89s | 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 3.1 Flash | 2.9 | 7.2 | 11.1% | 1 | 274.59s | 837 | 118,155 | 260,533 | |
| Qwen3.5 Plus 2026-02-15 | 7.7 | 10.0 | 66.7% | 0 | 1.24s | 798 | 17 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 11.47s | 546 | 10 | 2,835 | |
| Qwen3.5 Plus 2026-02-15 | 4.4 | 3.0 | 33.3% | 1 | 2.26s | 522 | 117 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 9.8 | 10.0 | 100.0% | 0 | 3.82s | 744 | 324 | 1,374 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 1.67s | 711 | 72 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 8.9 | 7.8 | 88.9% | 1 | 32.80s | 747 | 4,505 | 31,642 | |
| Qwen3.5 Plus 2026-02-15 | 7.7 | 10.0 | 66.7% | 0 | 2.71s | 714 | 494 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 4.7 | 1.6 | 66.7% | 1 | 24.17s | 8,221 | 884 | 6,373 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 3.33s | 8,211 | 222 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 40.69s | 228 | 1,378 | 11,066 | |
| Qwen3.5 Plus 2026-02-15 | 3.0 | 10.0 | 0.0% | 0 | 1.11s | 210 | 11 | 0 |
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